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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:oasis="http://docs.oasis-open.org/ns/oasis-exchange/table" xml:lang="en" dtd-version="3.0">
  <front>
    <journal-meta><journal-id journal-id-type="publisher">NHESS</journal-id><journal-title-group>
    <journal-title>Natural Hazards and Earth System Sciences</journal-title>
    <abbrev-journal-title abbrev-type="publisher">NHESS</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Nat. Hazards Earth Syst. Sci.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1684-9981</issn><publisher>
    <publisher-name>Copernicus Publications</publisher-name>
    <publisher-loc>Göttingen, Germany</publisher-loc>
  </publisher></journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.5194/nhess-19-53-2019</article-id><title-group><article-title>A spatial multicriteria prioritizing approach for geo-hydrological risk
mitigation planning in small and densely urbanized Mediterranean basins</article-title><alt-title>A spatial multicriteria prioritizing approach for geo-hydrological risk
mitigation planning</alt-title>
      </title-group><?xmltex \runningtitle{A spatial multicriteria prioritizing approach for geo-hydrological risk
mitigation planning}?><?xmltex \runningauthor{G. Paliaga et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Paliaga</surname><given-names>Guido</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1 aff2">
          <name><surname>Faccini</surname><given-names>Francesco</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-7624-1300</ext-link></contrib>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Luino</surname><given-names>Fabio</given-names></name>
          <email>fabio.luino@irpi.cnr.it</email>
        <ext-link>https://orcid.org/0000-0002-4921-4523</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Turconi</surname><given-names>Laura</given-names></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>CNR IRPI Research Institute for Geo-Hydrological Protection – Strada
delle Cacce 73, 10135 Turin, Italy</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>DISTAV Department of Earth, Environmental and
Life Sciences, University of Genoa, Genoa, Italy</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Fabio Luino (fabio.luino@irpi.cnr.it)</corresp></author-notes><pub-date><day>11</day><month>January</month><year>2019</year></pub-date>
      
      <volume>19</volume>
      <issue>1</issue>
      <fpage>53</fpage><lpage>69</lpage>
      <history>
        <date date-type="received"><day>5</day><month>April</month><year>2018</year></date>
           <date date-type="rev-request"><day>4</day><month>May</month><year>2018</year></date>
           <date date-type="rev-recd"><day>30</day><month>November</month><year>2018</year></date>
           <date date-type="accepted"><day>5</day><month>December</month><year>2018</year></date>
      </history>
      <permissions>
        
        
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://nhess.copernicus.org/articles/19/53/2019/nhess-19-53-2019.html">This article is available from https://nhess.copernicus.org/articles/19/53/2019/nhess-19-53-2019.html</self-uri><self-uri xlink:href="https://nhess.copernicus.org/articles/19/53/2019/nhess-19-53-2019.pdf">The full text article is available as a PDF file from https://nhess.copernicus.org/articles/19/53/2019/nhess-19-53-2019.pdf</self-uri>
      <abstract>
    <p id="d1e113">Landslides and floods, particularly flash floods, occurred recently in many
Mediterranean catchments as a consequence of heavy rainfall events, causing
damage and sometimes casualties. The high hazard is often associated with
high vulnerability deriving from intense urbanization, in particular along
the coastline where streams are habitually culverted. The necessary risk
mitigation strategies should be applied at the catchment scale with a holistic
approach, avoiding spot interventions.</p>
    <p id="d1e116">In the present work, a high-risk area, hit in the past by several floods and
concurrent superficial landslides due to extremely localized and intense
rain events, has been studied. A total of 21 small catchments have been identified:
only some of them have been hit by extremely damaging past events, but all
lie in the intense-rain high-hazard area and are strongly urbanized in the
lower coastal zone. The question is what would happen if an intense rain
event should strike one of the not previously hit catchments; some situations
could be worse or not, so attention has been focused on the comparison
among catchments. The aim of the research has been identifying a priority
scale among catchments, pointing out the more critical ones and giving a
quantitative comparison tool for decision makers to support strong
scheduling of long-time planning interventions at the catchment scale. The past
events' effects and the geomorphic process analysis together with the field
survey allowed us to select three sets of parameters: one describing the
morphometric–morphological features related to flood and landslide hazard,
another describing the degree of urbanization and of anthropogenic
modifications at the catchment scale and the last related to the elements that
are exposed to risk. The realized geodatabase allowed us to apply the spatial
multicriteria analysis technique (S-MCA) to the descriptive parameters and
to obtain a priority scale among the analyzed catchments. The scale can be
used to plan risk mitigation interventions starting from the more critical
catchments, then focusing economic resources primarily on them and obtaining
an effective prevention strategy. The methodology could be useful even to
check how the priority scale is modified during the progress of the
mitigation work realization.</p>
    <p id="d1e119">In addition, this approach could be applied in a similar context, even among
sub-catchments, after identifying a suitable set of descriptive parameters
depending on the active geomorphological processes and the kind of
anthropogenic modification. The prioritization would allow to invest
economic resources in risk mitigation interventions priory in the more
critical catchments.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <title>Introduction</title>
      <p id="d1e129">Floods and landslides are very common in many areas of the Mediterranean
basin, inducing a high geo-hydrological hazard (Canuti et al., 2001; Guzzetti
and Tonelli, 2004; Luino, 2005; Luino and Turconi, 2017) and causing many
casualties and significant damages every year. The 2017 periodic CNR-IRPI
report (CNR, 2018; Brunetti et al., 2015) on Italian population landslides
and flood threats evidences 1789 casualties and 317 526 homeless in the
period of 1967–2016, with all the regions affected. Liguria, despite its small
surface, is located in the most affected region, scoring the third<?pagebreak page54?> place in the
mortality index calculated on both landslide and flood events.</p>
      <p id="d1e132">Among the geo-hydrologic processes, flash floods are the most hazardous for
the short development time that often does not allow the population to protect
itself. Flash floods occur following very intense and localized rainfall events and
their ground effects have been underlined by many authors (Roth et al., 1996;
Massacand et al., 1998; Delrieu et al., 2006; Amengual et al., 2007; Gaume et
al., 2009; Marchi et al., 2009; Barthlott and Kirshbaum, 2013; Faccini et
al., 2015a, c; Faccini et al., 2018). Spreading of shallow landslides and debris flows and mudflow often occurs and their effects are superimposed and may locally magnify
flooding, in particular in urban–suburban areas (Borga et al., 2014). Small
catchments have a quick response to those events, reacting with a large
discharge of water and debris to the usually densely urbanized floodplain
(Pasche et al., 2008; Gaume et al., 2009). Many coastal Mediterranean areas
are particularly liable to this kind of hazard: the general climatic context,
with the interface between cold air masses and the sea; the steep territory; and
a complex geologic and geomorphologic context are the main natural factors.
In such a hazardous context the high vulnerability that characterizes most of
the urbanization determines the elevated risk, while the intense anthropogenic
modification of a large portion of catchments and of hydrographical networks
tends to amplify the effects (Tropeano and Turconi, 2003; Nirupama et al.,
2007;
Audisio and Turconi, 2011; Petrea et al., 2011; Llasat et al., 2014; Faccini
et al., 2018; Acquaotta et al., 2018b): impervious surfaces, induced by soil
consumption and urban sprawl, increase the surface runoff and decrease the
time of concentration (Shuster et al., 2007), while strictly constrained and
often culverted riverbeds have frequently inadequate discharge capacity
(Moramarco et al., 2005; Faccini et al., 2015b, 2016).</p>
      <p id="d1e135">Furthermore, the modifications often affect even the hinterland:
in addition to urban sprawl and fragmentation caused by infrastructures, in some
areas the ancient artificial terraces realized for agricultural practice and largely abandoned constitute an increasing factor of
geomorphological hazard (Brancucci and Paliaga, 2006; Tarolli et al., 2014;
Paliaga, 2016). In recent years much evidence has been found in Italy:
large areas of Liguria (Brandolini et al., 2018b; Cevasco et al., 2017) and Toscana
(Bazzoffi and Gardin, 2011) are affected by terrace instability that may
turn into a source of geomorphologic hazard. In the Mediterranean region many
areas present a similar occurrence of terraces with analogous problems: the
French Côte d'Azur, the Mediterranean, and insular Spain and Greece
(Tarolli et al., 2014) are some examples. In the recent years some disastrous
events involved terraced slopes: in 2011, during the Cinque Terre flood
(Liguria, northern Italy) (Brandolini et al., 2018a; Luino and Turconi, 2017), many
terraces collapsed and the subsequent debris filled villages at a height of
about 3 m, and in 2014, in the Leivi village during the Chiavari flood
(Liguria), a terraced slope collapsed, destroying a house and causing two
fatalities (Luino and Turconi, 2017).</p>
      <p id="d1e138">Within this framework risk mitigation strategies are more and more urgent
but largely disregarded, unapplied or only partially pursued: few resources
are allocated and, commonly, are used only for emergency actions while
long-term planning and scheduling should be crucial to obtain significant
results (Prenger-Berninghoff et al., 2014). In recent years, in Italy,
some large structural works have been started to mitigate the worst flooding
risk situations, but without following a broad approach at the catchment scale.
The most important is the floodway channel for the Bisagno stream in Genoa
(Liguria), but similar projects or culvert adjustment are ongoing in smaller
neighboring streams. This approach allows the reduction of just a part of the risk,
ignoring slope instability processes and related contributions to solid
transport into a hydrographical network.</p>
      <p id="d1e142">Liguria, and especially the Genoa metropolitan area, are paradigmatic of the
mixing of high hazard, with heavy rainfall that appears to be increasing in
intensity (Faccini et al., 2015b, d; Acquaotta et al., 2018a), elevated exposure of areas at risk
and lack of long-time planning mitigation strategies at the catchment scale.</p>
      <p id="d1e145">Apart from the structural interventions in the larger Bisagno catchment, even the
smaller ones in the Genoa metropolitan area are considered to be at high risk
by
the local environmental agency (ARPAL, Agenzia Regionale per la Protezione
dell'Ambiente Ligure – Ligurian Environment Protection Agency) and would
request mitigation works to be planned and scheduled.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1" specific-use="star"><caption><p id="d1e150">Land use of the studied catchments (ref. to Table 1). A:
urban area; B: meadows; C: cultivations; D: woods; E: rocks and areas hit by
fire.</p></caption>
        <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/19/53/2019/nhess-19-53-2019-f01.png"/>

      </fig>

      <p id="d1e159">The aim of the research is to propose a quantitative support tool to
decision makers in order to plan and schedule long-term interventions,
identifying a priority scale among small catchments: their number and the
different features that characterize them request a comparison tool in
order to evaluate the ones that are more critical. A group of 21 small
catchments in the middle of the zone more liable to heavy rainfall (Cassola
et al., 2016) have been analyzed, comparing three sets of descriptive
parameters. The comparison has been performed with spatial multicriteria
analysis (S-MCA) using a total of 19 parameters and obtaining a priority
scale among the 21 catchments. MCA procedures have been applied to address
flood risk management options and cost–benefit analysis of mitigation
measures in the UK (Penning-Rowsell et al., 2003; RPA, 2004), in the Netherlands
(Brouwer and van Ek, 2004), in Germany (Socher et al., 2006), in Portugal
(Bana and Costa, 2004) and in Canada (Akter and Simonovic, 2005). The S-MCA
approach has been applied by many authors in flood risk and in natural
hazard management (Gamper et al., 2006; de Brito et al., 2006), mostly to
assess flood-prone areas, flood risk (Meyer et al., 2009;
Fernaìndez and Lutz, 2010; Wang et al., 2011) and landslide susceptibility
(Feizizadeh and Blaschke, 2013; Nsengiyumva et al., 2018) or to
compare catchments through morphometric parameters (Benzougagh et al.,
2017). S-MCA techniques<?pagebreak page55?> are widely applied as a decision support system in
planning and environmental sustainability decision making to compare
different design choices or site selection (Jacek, 2006; Bagli, 2011). In
the present work the authors applied S-MCA techniques considering a broad
set of parameters and trying to address the peculiarity of highly modified
small urban catchments in a mountainous territory where comparing different
sets of parameters describing different and inhomogeneous features appears
crucial. The rank obtained with the methodology could be used to evaluate
the catchments that need more urgent actions in order to mitigate future
eventual damage and casualties, considering that past extreme rainfall
events hit bordering ones but, in the future, could replicate their effects.
Then the necessary long-time planning could focus economic resources mainly
on the more critical catchments, while the analysis of the descriptive
parameters would be a support for pointing out the specific criticalities
and then to designing the interventions.</p>
</sec>
<sec id="Ch1.S2">
  <title>Material and method</title>
<sec id="Ch1.S2.SS1">
  <title>Geomorphological and geological settings</title>
      <p id="d1e173">The studied area is one of the most critical in terms of geo-hydrological
risk in Italy and in the Mediterranean basin (Paliaga et al., 2018) due to
the morphometric features and to the high urbanization. It is located in the
central part of the Liguria region, northern Italy (Fig. 1): 21 catchments with a
surface area comprised of between 1.3 and 27.5 km<inline-formula><mml:math id="M1" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:math></inline-formula> have been analyzed.
Four of them, numbered 11, 13, 14 and 15 in Fig. 1, are sub-catchments of
the two major ones that cross Genoa city: the Bisagno and Polcevera
catchments. The confluence of no. 13 with Polcevera is just
north
the already-collapsed Morandi bridge. All the others flow directly into the
Ligurian sea.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1" specific-use="star"><caption><p id="d1e188">The main morphometric features of the studied catchments.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="8">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right"/>
     <oasis:colspec colnum="8" colname="col8" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Stream name</oasis:entry>
         <oasis:entry colname="col2">Catchment</oasis:entry>
         <oasis:entry colname="col3">Area</oasis:entry>
         <oasis:entry colname="col4">Hydrographical</oasis:entry>
         <oasis:entry colname="col5">Main stream</oasis:entry>
         <oasis:entry colname="col6">Mean</oasis:entry>
         <oasis:entry colname="col7">Minimum</oasis:entry>
         <oasis:entry colname="col8">Maximum</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">number</oasis:entry>
         <oasis:entry colname="col3">(km<inline-formula><mml:math id="M2" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col4">network length (m)</oasis:entry>
         <oasis:entry colname="col5">length (m)</oasis:entry>
         <oasis:entry colname="col6">altitude (m)</oasis:entry>
         <oasis:entry colname="col7">altitude (m)</oasis:entry>
         <oasis:entry colname="col8">altitude (m)</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">T. Lerone</oasis:entry>
         <oasis:entry colname="col2">1</oasis:entry>
         <oasis:entry colname="col3">21.1</oasis:entry>
         <oasis:entry colname="col4">79 150</oasis:entry>
         <oasis:entry colname="col5">8274</oasis:entry>
         <oasis:entry colname="col6">510</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">1189</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">T. Cantarena</oasis:entry>
         <oasis:entry colname="col2">2</oasis:entry>
         <oasis:entry colname="col3">4.5</oasis:entry>
         <oasis:entry colname="col4">22 573</oasis:entry>
         <oasis:entry colname="col5">4289</oasis:entry>
         <oasis:entry colname="col6">444</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">922</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">T. Cerusa</oasis:entry>
         <oasis:entry colname="col2">3</oasis:entry>
         <oasis:entry colname="col3">23.1</oasis:entry>
         <oasis:entry colname="col4">142 921</oasis:entry>
         <oasis:entry colname="col5">7946</oasis:entry>
         <oasis:entry colname="col6">506</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">1177</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">T. Leira</oasis:entry>
         <oasis:entry colname="col2">4</oasis:entry>
         <oasis:entry colname="col3">27.5</oasis:entry>
         <oasis:entry colname="col4">144 486</oasis:entry>
         <oasis:entry colname="col5">6249</oasis:entry>
         <oasis:entry colname="col6">410</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">1001</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">T. Branega</oasis:entry>
         <oasis:entry colname="col2">5</oasis:entry>
         <oasis:entry colname="col3">4.7</oasis:entry>
         <oasis:entry colname="col4">26 733</oasis:entry>
         <oasis:entry colname="col5">3339</oasis:entry>
         <oasis:entry colname="col6">290</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">859</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">T. Foce</oasis:entry>
         <oasis:entry colname="col2">6</oasis:entry>
         <oasis:entry colname="col3">3.5</oasis:entry>
         <oasis:entry colname="col4">18 629</oasis:entry>
         <oasis:entry colname="col5">3354</oasis:entry>
         <oasis:entry colname="col6">191</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">598</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">T. Varenna</oasis:entry>
         <oasis:entry colname="col2">7</oasis:entry>
         <oasis:entry colname="col3">22.3</oasis:entry>
         <oasis:entry colname="col4">140 566</oasis:entry>
         <oasis:entry colname="col5">10 393</oasis:entry>
         <oasis:entry colname="col6">461</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">995</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">R. Molinassi</oasis:entry>
         <oasis:entry colname="col2">8</oasis:entry>
         <oasis:entry colname="col3">1.8</oasis:entry>
         <oasis:entry colname="col4">9246</oasis:entry>
         <oasis:entry colname="col5">3707</oasis:entry>
         <oasis:entry colname="col6">222</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">545</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">R. Cantarena</oasis:entry>
         <oasis:entry colname="col2">9</oasis:entry>
         <oasis:entry colname="col3">1.9</oasis:entry>
         <oasis:entry colname="col4">5621</oasis:entry>
         <oasis:entry colname="col5">2443</oasis:entry>
         <oasis:entry colname="col6">131</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">435</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">R. Chiaravagna</oasis:entry>
         <oasis:entry colname="col2">10</oasis:entry>
         <oasis:entry colname="col3">10.7</oasis:entry>
         <oasis:entry colname="col4">60 531</oasis:entry>
         <oasis:entry colname="col5">6838</oasis:entry>
         <oasis:entry colname="col6">272</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">658</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">T. Torbella</oasis:entry>
         <oasis:entry colname="col2">11</oasis:entry>
         <oasis:entry colname="col3">5.0</oasis:entry>
         <oasis:entry colname="col4">21 644</oasis:entry>
         <oasis:entry colname="col5">3946</oasis:entry>
         <oasis:entry colname="col6">232</oasis:entry>
         <oasis:entry colname="col7">14</oasis:entry>
         <oasis:entry colname="col8">635</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">R. Lagaccio</oasis:entry>
         <oasis:entry colname="col2">12</oasis:entry>
         <oasis:entry colname="col3">3.4</oasis:entry>
         <oasis:entry colname="col4">7866</oasis:entry>
         <oasis:entry colname="col5">2773</oasis:entry>
         <oasis:entry colname="col6">199</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">493</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">T. Velino</oasis:entry>
         <oasis:entry colname="col2">13</oasis:entry>
         <oasis:entry colname="col3">3.2</oasis:entry>
         <oasis:entry colname="col4">12 439</oasis:entry>
         <oasis:entry colname="col5">3034</oasis:entry>
         <oasis:entry colname="col6">236</oasis:entry>
         <oasis:entry colname="col7">18</oasis:entry>
         <oasis:entry colname="col8">543</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">T. Geirato</oasis:entry>
         <oasis:entry colname="col2">14</oasis:entry>
         <oasis:entry colname="col3">7.8</oasis:entry>
         <oasis:entry colname="col4">27 863</oasis:entry>
         <oasis:entry colname="col5">4368</oasis:entry>
         <oasis:entry colname="col6">296</oasis:entry>
         <oasis:entry colname="col7">47</oasis:entry>
         <oasis:entry colname="col8">779</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">T. Fereggiano</oasis:entry>
         <oasis:entry colname="col2">15</oasis:entry>
         <oasis:entry colname="col3">4.7</oasis:entry>
         <oasis:entry colname="col4">17 197</oasis:entry>
         <oasis:entry colname="col5">4239</oasis:entry>
         <oasis:entry colname="col6">216</oasis:entry>
         <oasis:entry colname="col7">10</oasis:entry>
         <oasis:entry colname="col8">564</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">T. Sturla</oasis:entry>
         <oasis:entry colname="col2">16</oasis:entry>
         <oasis:entry colname="col3">13.3</oasis:entry>
         <oasis:entry colname="col4">54 024</oasis:entry>
         <oasis:entry colname="col5">6995</oasis:entry>
         <oasis:entry colname="col6">316</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">845</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">R. Priaruggia</oasis:entry>
         <oasis:entry colname="col2">17</oasis:entry>
         <oasis:entry colname="col3">1.5</oasis:entry>
         <oasis:entry colname="col4">3745</oasis:entry>
         <oasis:entry colname="col5">2680</oasis:entry>
         <oasis:entry colname="col6">145</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">491</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">R. Castagna</oasis:entry>
         <oasis:entry colname="col2">18</oasis:entry>
         <oasis:entry colname="col3">1.4</oasis:entry>
         <oasis:entry colname="col4">5672</oasis:entry>
         <oasis:entry colname="col5">2652</oasis:entry>
         <oasis:entry colname="col6">165</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">540</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">R. Bagnara</oasis:entry>
         <oasis:entry colname="col2">19</oasis:entry>
         <oasis:entry colname="col3">1.6</oasis:entry>
         <oasis:entry colname="col4">6816</oasis:entry>
         <oasis:entry colname="col5">2645</oasis:entry>
         <oasis:entry colname="col6">293</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">823</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">R. S. Pietro</oasis:entry>
         <oasis:entry colname="col2">20</oasis:entry>
         <oasis:entry colname="col3">1.3</oasis:entry>
         <oasis:entry colname="col4">5940</oasis:entry>
         <oasis:entry colname="col5">2597</oasis:entry>
         <oasis:entry colname="col6">279</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">724</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">T. Nervi</oasis:entry>
         <oasis:entry colname="col2">21</oasis:entry>
         <oasis:entry colname="col3">9.0</oasis:entry>
         <oasis:entry colname="col4">51 201</oasis:entry>
         <oasis:entry colname="col5">6166</oasis:entry>
         <oasis:entry colname="col6">391</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">846</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2" specific-use="star"><caption><p id="d1e876">Gradient in the studied catchments.</p></caption>
          <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/19/53/2019/nhess-19-53-2019-f02.png"/>

        </fig>

      <p id="d1e886">The area is densely populated, 2429 inhab km<inline-formula><mml:math id="M3" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> in the whole Genoa administration unit (ISTAT, 2012) and has been
strongly urbanized starting from the beginning of the 20th century (Faccini
et al., 2016; Brandolini et al., 2018). Land use (Fig. 1) clearly shows the
strong dualism between the urban area, mainly concentrated in the lower
catchments close to the sea, and the middle and upper mountainous catchments
that preserve natural features with meadows and woods. Some catchments have
been strongly modified by urbanization: in particular no. 8, 9, 10,
12, 15 and 16. In the upper parts of catchments 11, 12 and 13 the natural
features and the presence of cultural heritages are evidenced by a highly
frequented urban park. (Sacchini et al., 2018).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3" specific-use="star"><caption><p id="d1e903">Simplified lithology of the studied catchments.</p></caption>
          <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/19/53/2019/nhess-19-53-2019-f03.png"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4" specific-use="star"><caption><p id="d1e914">The hydrographical network with the main streams culverted in the
last stretch of the studied catchments; the light blue circles are
proportional to the number of floods in the catchments in the period of
1900–2016 (Guzzetti, 1994; Luino and Turconi, 2017).</p></caption>
          <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/19/53/2019/nhess-19-53-2019-f04.png"/>

        </fig>

      <p id="d1e923">Neotectonics activity has deeply influenced the structural assets, catchments'
morphometry and hydrographical network features (Paliaga, 2015). The
catchments are mainly elongated and oriented orthogonally to the coastline
and reach maximum altitudes comprised of between 491 and 1189 m a.s.l.
(Table 1). Only no. 1, 3 and 4 present a less elongated feature. The
strong steepness of the slopes and a substantial lack of coastal floodplain
is a distinctive feature of the whole area: the slope gradient is high in all the
catchments and particularly in no. 3 and 21 (Fig. 2). The only
relatively extended floodplains are present in catchments no. 8, 9,
10, 14 and 16.</p>
      <p id="d1e926">The catchments present substantial homogeneous lithological features if
considered in three groups (Fig. 3): the western ones (from no. 1 to
7) are prevalently ophiolitic and metamorphic; the eastern ones (from
no. 11 to 21) are essentially sedimentary and the central ones
(from no. 8 to 10) present both lithologies.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5" specific-use="star"><caption><p id="d1e932">Landslides in the
studied catchments discriminated by activity status (IFFI database, 2017
update).</p></caption>
          <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/19/53/2019/nhess-19-53-2019-f05.png"/>

        </fig>

      <?pagebreak page56?><p id="d1e941">Hydrographical networks are generally well developed (Table 1) but present a
higher density in the western catchments due to the more impervious
substrate. The main streams are generally short, coherent with the small
dimensions of the catchments. Almost all the final stretches of the main
streams have been culverted due to dense urbanization: the only
exceptions are no. 3, 11 and 19. In Fig. 1 culverts in the final
1 km stretches are shown. Data of the floods that hit the catchments in the
period of 1950–2016 (Guzzetti et al., 1994; Luino and Turconi, 2017) are
reported in Fig. 4 and demonstrate the high geo-hydrological risk in the
area. Some recent events were particularly damaging: one casualty in
no. 10 in 2010 and six casualties in no. 15 in 2011.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F6" specific-use="star"><caption><p id="d1e946">Artificial terraces in the studied catchments.</p></caption>
          <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/19/53/2019/nhess-19-53-2019-f06.png"/>

        </fig>

      <p id="d1e955">Landslides are widespread along most of the catchments (Fig. 5); most of the
processes are shallow and, despite the small dimensions, sometimes they may
produce high local damage, interacting with infrastructures and urban area.
On the occasions that flash floods hit the area (i.e., in 2010, 2011, 2014 and
2015), high solid transport, supplied by superficial landslides,
partially or totally occluded some culverts, contributing significantly to the
streams' overflow. In the area some large DSGSD (deep-seated
gravitational slope<?pagebreak page57?> deformation) and an ancient landslide dam in
no. 14 are even present.</p>
      <p id="d1e958">Anthropogenic modification has affected even non-urbanized areas: in
the past, due to the high gradient and to the needs of subsistence
agricultural practices, slopes were widely modified by artificial terraces
(Fig. 6). The structures are largely abandoned and affected by instability
and erosion, increasing the geo-hydrological hazard (Brancucci and Paliaga,
2006; Tarolli et al., 2014; Paliaga, 2016). Recent events in the Cinque
Terre (2011) and in Leivi (Genoa metropolitan area, 2014) show the dramatic
effects related to the presence of terraces and their partial or total
abandon (Cevasco et al., 2017; Giordan et al., 2017): widespread damage in
the first and two casualties in the latter.</p>
</sec>
<sec id="Ch1.S2.SS2">
  <title>Climate and meteorological context</title>
      <p id="d1e967">Climate is humid to mild with a short dry summer season (Sacchini et al., 2012;
Acquaotta et al., 2018a), with annual mean rainfall of between 1100 and 1300 mm
and 14–16 <inline-formula><mml:math id="M4" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C annual mean temperature, registered in the 1945–2015
period. The impact of intense extreme events characterizes the area, mostly
due to the cyclogenesis over the Ligurian Sea (Saéz de Càmara et al.,
2011). This phenomenon is enhanced by the interaction between the general air
mass circulation and the orography, characterized by high gradient slopes and
the short distance of the mountains from the sea: the severe thermodynamic
contrast between hot humid Mediterranean and colder continental air masses
generates this configuration in the autumn–winter and spring periods
(Anagnostopoulou et al., 2006), when thunderstorm convective systems and
sometimes supercells are triggered (Silvestro et al., 2012,<?pagebreak page58?> 2016).
Perturbations are canalized through the valley, causing very localized
phenomena. During recent heavy rainfall events the maximum intensity
registered was 180 mm h<inline-formula><mml:math id="M5" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> in 2011 (Acquaotta et al., 2018b) and
140 mm h<inline-formula><mml:math id="M6" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> (Faccini et al., 2016), respectively, close and into
catchment no. 15. During the 1970 flood event that hit Genoa
causing damage and 44 casualties, intensities of over 200 mm 6 h<inline-formula><mml:math id="M7" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and
over 500 mm 24 h<inline-formula><mml:math id="M8" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> were registered (Faccini et al., 2016).</p>
</sec>
<sec id="Ch1.S2.SS3">
  <title>Research methodology</title>
      <p id="d1e1033">In order to support the decision process in planning reduction strategies for
geo-hydrological risk, a comparison tool has been developed. The problem of
relating heterogeneous physical quantities has been faced using the S-MCA, commonly used as a support in
decision-making procedures but applied even in natural hazard management
(Gamper et al., 2006). The basic idea is to use a tool developed to compare
heterogeneous physical quantities in order to obtain a sustainability scale
among different alternatives to perform a priority scale of attention for
the small catchments in terms of geo-hydrological risk. The methodology
considers parameters as gain or cost, depending on the influence they have
in terms of sustainability: in the present study gain
increases hazard while cost lowers it. The selected parameters, due
to their respective natures, have been considered gain except for the
concentration time, as its higher value determines a lower hazard factor.
Then the obtained rank among catchments puts the ones
that have the higher gain at the higher level, that is, the ones to be considered more critical
from comparing all the selected parameters.</p>
      <p id="d1e1036">Considering the peculiarity of the studied area, three sets of describing
parameters at the catchment scale have been selected: the first related to the
natural features connected to geo-hydrological conditions, the second to the
anthropogenic modification connected to hazard and the third to the exposure
to risk, according to the flood directive 2007/60/EC (Commission of the
European Communities, 2007).</p>
      <p id="d1e1039">The parameter selection has been performed considering both previous
studies (Cevasco et al., 2017; Giordan et al., 2017; Faccini et al., 2018) and
the active geomorphic<?pagebreak page59?> processes in the catchments as they arise from the
direct field survey dedicated mainly to pointing out instability processes
active on the slopes and the possible sources of shallow landslides, the
effects of intense rain event phenomena that have occurred in the recent past (2011,
2014, and 2015 events) and the diffuse inadequate size of culverts in the
riverbeds. Morphometric parameters defining the potential susceptibility of
generating debris flows and mudflow and the ones related to flood potential have been
selected from the related bibliography according to the field survey.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T2"><caption><p id="d1e1045">The morphometric parameter formulae used.</p></caption><oasis:table frame="topbot"><?xmltex \begin{scaleboxenv}{0.9}[0.9]?><oasis:tgroup cols="2">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Morphometric parameter</oasis:entry>
         <oasis:entry colname="col2">Formulae</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Drainage density (km<inline-formula><mml:math id="M9" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M10" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mi mathvariant="normal">d</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mo>∑</mml:mo><mml:mi>L</mml:mi></mml:mrow><mml:mi>S</mml:mi></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula></oasis:entry>
       <?xmltex \interline{[2.845276pt]}?></oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Melton ratio</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M11" display="inline"><mml:mrow><mml:mi mathvariant="normal">Mi</mml:mi><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">M</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">Mm</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>/</mml:mo><mml:mo>(</mml:mo><mml:mi>S</mml:mi><mml:msup><mml:mo>)</mml:mo><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       <?xmltex \interline{[2.845276pt]}?></oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Ruggedness number</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M12" display="inline"><mml:mrow><mml:mi mathvariant="normal">Rn</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>D</mml:mi><mml:mi mathvariant="normal">d</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">M</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
       <?xmltex \interline{[2.845276pt]}?></oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Hypsometric integral</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M13" display="inline"><mml:mrow><mml:mi mathvariant="normal">Hi</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mo>(</mml:mo><mml:mi>H</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">M</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula></oasis:entry>
       <?xmltex \interline{[2.845276pt]}?></oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Bifurcation ratio</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M14" display="inline"><mml:mrow><mml:mi mathvariant="normal">Rb</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula></oasis:entry>
       <?xmltex \interline{[2.845276pt]}?></oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Catchment surface (km<inline-formula><mml:math id="M15" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M16" display="inline"><mml:mi>S</mml:mi></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Stream length (km)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M17" display="inline"><mml:mi>L</mml:mi></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Strahler order</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M18" display="inline"><mml:mi>u</mml:mi></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Number of streams of the order of <inline-formula><mml:math id="M19" display="inline"><mml:mi>u</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M20" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Main stream length (km)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M21" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Main stream gradient (km km<inline-formula><mml:math id="M22" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M23" display="inline"><mml:mi>i</mml:mi></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Mean elevation (km)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M24" display="inline"><mml:mi>H</mml:mi></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Main stream difference in height (km)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M25" display="inline"><mml:mi>d</mml:mi></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Maximum elevation (km)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M26" display="inline"><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">M</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Minimum elevation (km)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M27" display="inline"><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Medium elevation (km)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M28" display="inline"><mml:mi>H</mml:mi></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Mean gradient of the slopes (%)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M29" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup><?xmltex \end{scaleboxenv}?></oasis:table></table-wrap>

      <p id="d1e1501">The level of anthropogenic modification has been defined through parameters
that involve surface imperviousness, riverbed culverts and the presence of
terraces, which are prevalently abandoned; in particular the culverting of
the final stretch of the riverbeds often shows inadequacy in the case of heavy
rains when the water flow and solid and floating transport reach their maximum
transport capacity.</p>
      <p id="d1e1504">Flood risk is considered adopting the local authority – Regione Liguria –
official risk cartography after hydraulic modeling and vulnerability
assessment. The official data define areas and punctual elements in four
increasing risk levels from R1 to R4.</p>
      <p id="d1e1507">The flow chart of the prioritizing process is shown in Fig. 7 and the
selected parameters are as follows.</p>
      <p id="d1e1510"><list list-type="bullet">
            <list-item>

      <p id="d1e1515"><italic>Set 1 (environmental factors–natural evolution, Table 2)</italic>.</p>

      <p id="d1e1520"><list list-type="bullet">
                  <list-item>

      <p id="d1e1525">Drainage density is related to the flood potential (Patton and Baker,
1976).</p>
                  </list-item>
                  <list-item>

      <p id="d1e1531">Mean slope is related to the time of concentration in the catchment.</p>
                  </list-item>
                  <list-item>

      <p id="d1e1537">Melton ratio has been used as a potential indicator of susceptibility to
generate debris flow (Totschnig et al., 2011; Wilford et al., 2004).</p>
                  </list-item>
                  <list-item>

      <p id="d1e1543">Ruggedness number is related to flash flood potential and high erosion rate
(Patton and Baker, 1976).</p>
                  </list-item>
                  <list-item>

      <p id="d1e1549">Hypsometric integral is correlated to the stage of geomorphic
development of the catchment, is an indicator of the erosional stage and is
related to several geometric and hydrological properties such as floodplain
area and potential surface storage (Rogelis and Werner, 2014).</p>
                  </list-item>
                  <list-item>

      <p id="d1e1556">Landslides consider the total surface in percentage considering the catchment surface,
excluding DSGSD.</p>
                  </list-item>
                  <list-item>

      <p id="d1e1562">For the mean bifurcation ratio, obtained as the average value of the Rb for all
stream orders, high values are correlated to flash flooding potential
(Howard, 1990; Rakesh et al., 2000).</p>
                  </list-item>
                  <list-item>

      <p id="d1e1568">For times of concentration the calculation has been performed with Pasini,
Ventura, Pezzoli, Kirpich and Natural Resources Conservation Service–Soil Conservation Service (NRCS–SCS) formulae (Table 3); the mean value has
been chosen. For NRCS–SCS application a prior curve number (CN) evaluation has been
assessed through land use data.</p>
                  </list-item>
                  <list-item>

      <p id="d1e1574">Flood hazard zone (200-year return period estimation) is the surface as a
percentage with respect to the total catchment surface.</p>
                  </list-item>
                </list></p>
            </list-item>
            <list-item>

      <p id="d1e1582"><italic>Set 2 (environmental factors–anthropogenic impact)</italic>.</p>

      <p id="d1e1587"><list list-type="bullet">
                  <list-item>

      <p id="d1e1592">Soil consumption as the percentage of the total catchment surface.</p>
                  </list-item>
                  <list-item>

      <p id="d1e1598">Culvert is the percentage of the last kilometer of the main stream.</p>
                  </list-item>
                  <list-item>

      <p id="d1e1604">Terraces are the total surface as a percentage with respect to the catchment surface.</p>
                  </list-item>
                </list></p>
            </list-item>
            <list-item>

      <p id="d1e1612"><italic>Set 3 (flood risk)</italic>.</p>

      <p id="d1e1617"><list list-type="bullet">
                  <list-item>

      <p id="d1e1622">Percentage of the area exposed to risk level R1 is calculated.</p>
                  </list-item>
                  <list-item>

      <p id="d1e1628">Percentage of the area exposed to risk level R2 is calculated.</p>
                  </list-item>
                  <list-item>

      <p id="d1e1634">Percentage of the area exposed to risk level R3 is calculated.</p>
                  </list-item>
                  <list-item>

      <p id="d1e1640">Percentage of the area exposed to risk level R4 is calculated.</p>
                  </list-item>
                  <list-item>

      <p id="d1e1646">Number of punctual elements exposed to risk level R2 is calculated.</p>
                  </list-item>
                  <list-item>

      <p id="d1e1653">Number of punctual elements exposed to risk level R4 is calculated.</p>
                  </list-item>
                </list></p>
            </list-item>
          </list></p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F7"><caption><p id="d1e1662">The flow chart for the prioritizing method: the spatial
multicriteria analysis allows us to compare three sets of unhomogeneous parameters
to realize a classification of the catchments that can be used as a decision
support system in risk mitigation planning.</p></caption>
          <?xmltex \igopts{width=199.169291pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/19/53/2019/nhess-19-53-2019-f07.png"/>

        </fig>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T3"><caption><p id="d1e1675">Time of concentration formulae used.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="2">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="justify" colwidth="76.822441pt"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Time of concentration (h)</oasis:entry>
         <oasis:entry colname="col2">Formulae</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Pasini</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M30" display="inline"><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.108</mml:mn><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mi>S</mml:mi><mml:mo>⋅</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub><mml:msup><mml:mo>)</mml:mo><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:msup><mml:mi>i</mml:mi><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Ventura</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M31" display="inline"><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.127</mml:mn><mml:mo>⋅</mml:mo><mml:mo>(</mml:mo><mml:mi>S</mml:mi><mml:mo>/</mml:mo><mml:mi>i</mml:mi><mml:msup><mml:mo>)</mml:mo><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Pezzoli</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M32" display="inline"><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.055</mml:mn><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msup><mml:mi>I</mml:mi><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Kirpich</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M33" display="inline"><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.095</mml:mn><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:msubsup><mml:mi>L</mml:mi><mml:mi mathvariant="normal">m</mml:mi><mml:mn mathvariant="normal">1.155</mml:mn></mml:msubsup></mml:mrow><mml:mrow><mml:msup><mml:mi>d</mml:mi><mml:mn mathvariant="normal">0.385</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">NRCS–SCS</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M34" display="inline"><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.57</mml:mn><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:msubsup><mml:mi>L</mml:mi><mml:mi mathvariant="normal">m</mml:mi><mml:mn mathvariant="normal">0.8</mml:mn></mml:msubsup><mml:mo>⋅</mml:mo><mml:mo>(</mml:mo><mml:mi>X</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:msup><mml:mo>)</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:msup><mml:mn>.7</mml:mn></mml:mrow><mml:mrow><mml:msup><mml:mi>y</mml:mi><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M35" display="inline"><mml:mrow><mml:mi>X</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mn mathvariant="normal">1000</mml:mn><mml:mi mathvariant="normal">CN</mml:mi></mml:mfrac></mml:mstyle><mml:mo>-</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M36" display="inline"><mml:mrow><mml:mi mathvariant="normal">CN</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="normal">curvenumber</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <p id="d1e1984">Considering the percentage of the catchment surface for the flood hazard
zone (set 1) and for the area exposed to risk level R1–R4 (set 3) is similar
to weighting with the catchment extension. Surface area, then, is implicitly
part of the process of computation.</p>
      <p id="d1e1987">No punctual elements in the classes R1 and R3 are present in the studied
catchments.</p>
      <p id="d1e1990">The descriptive parameters have been collected in a geodatabase related to
catchment geometry in order to allow the application of S-MCA, performed
through the geoUmbriaSUIT plugin (Massei et al., 2016) available in Quantum
GIS free and open-source software. The software performs a TOPSIS (technique
for order of preference by similarity to ideal solution) multicriteria
process (Triantaphyllou, 2000; Opricovic and Gwo-Hshiung, 2004); the method
has been chosen among several for the good integration with the GIS
environment. A matrix <inline-formula><mml:math id="M37" display="inline"><mml:mrow><mml:mi mathvariant="bold">m</mml:mi><mml:mo>⋅</mml:mo><mml:mi mathvariant="bold">n</mml:mi></mml:mrow></mml:math></inline-formula> of <inline-formula><mml:math id="M38" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula> alternatives described by
<inline-formula><mml:math id="M39" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula> factors is realized and then normalized in order to allow the comparison
of heterogeneous quantities. Normalized factors may be weighted in order to
differentiate their importance. The procedure identifies the better ideal and
the worst ideal alternatives, considering the higher and the lower values of
every factor. Finally, the Euclidean distances of every real alternative from
the better and the worst ones are calculated, allowing us to realize the
ranking between them. The method has been originally elaborated to perform
the ranking of different alternatives described by factors, aiming to find the
better one but in this study it has been applied to point out the catchments
(alternatives) with the worst condition in terms of the selected parameters
(factors). Conceptually the application of the method does not change, even
if the classification is performed with the worst element at the top: a set
of factors describing heterogeneous features is used to compare the described
elements, which are the catchments. Then factors, defined as gain or cost
depending on the positive or negative effect they have, and choices in the
TOPSIS model become, respectively, parameters and catchments. The application
is made considering factors that determine the worst conditions in terms of
criticality of the catchments and the opposite significance between better
and worst is only related to the values of the parameters: if they are
related to an improving (gain) or worsening (cost) condition. Higher values
in the chosen parameters, apart from the time of concentration value, imply a
worsening situation; then the ranking will classify at the first level of
catchments in the worst situation.</p>
      <p id="d1e2019">To perform the computation of the parameters for the catchments in the study
area the following vector and raster data, realized by Regione Liguria, have been used:
<list list-type="bullet"><list-item>
      <p id="d1e2024">5 m DTM (digital terrain model) realized in 2007;</p></list-item><list-item>
      <p id="d1e2028">land use at a scale of <inline-formula><mml:math id="M40" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>:</mml:mo><mml:mn mathvariant="normal">10000</mml:mn></mml:mrow></mml:math></inline-formula>, realized in 2015;</p></list-item><list-item>
      <p id="d1e2044">landslide inventory from the IFFI project (Inventario dei Fenomeni Franosi in
Italia – Italian landslides inventory), updated in 2017, at a scale of
<inline-formula><mml:math id="M41" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>:</mml:mo><mml:mn mathvariant="normal">10000</mml:mn></mml:mrow></mml:math></inline-formula>;</p></list-item><list-item>
      <p id="d1e2060">hydrographical network and culvert data from CTR (Carta Tecnica Regionale,
Technical Regional Map) at a scale of <inline-formula><mml:math id="M42" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>:</mml:mo><mml:mn mathvariant="normal">5000</mml:mn></mml:mrow></mml:math></inline-formula>, 2007;</p></list-item><list-item>
      <p id="d1e2076">flood data from the AVI (Aree Vulnerate Italiane da frane ed inondazioni –
Floods and Landslides Damaged Italian Areas) archive (Guzzetti et al., 1994)
for<?pagebreak page61?> the period of 1900–1990 and from the database of recent events in the
period of 2005–2016 (Luino and Turconi, 2017);</p></list-item><list-item>
      <p id="d1e2080">aerial photography, shot in 2014.</p></list-item></list>
During the field survey of the whole area, the ongoing risk reduction works
that actually regard catchments no. 9, 10 and 16 with the
stabilization of landslides, and no. 10 and 15 with structural
works to the final stretch of the riverbed with the improvement of
the culvert capacity and the realization of an overflow channel have been
evaluated.</p>

<?xmltex \floatpos{p}?><table-wrap id="Ch1.T4" specific-use="star"><caption><p id="d1e2088">The geodatabase with the chosen criteria related to
geo-hydrological hazard. The <italic>a</italic> through <italic>j</italic> parameters are related to natural features,
while the <italic>k</italic> through <italic>m</italic> parameters are related to anthropogenic modifications.</p></caption><oasis:table frame="topbot"><?xmltex \begin{scaleboxenv}{0.84}[0.84]?><oasis:tgroup cols="14">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right"/>
     <oasis:colspec colnum="8" colname="col8" align="right"/>
     <oasis:colspec colnum="9" colname="col9" align="right"/>
     <oasis:colspec colnum="10" colname="col10" align="right"/>
     <oasis:colspec colnum="11" colname="col11" align="right"/>
     <oasis:colspec colnum="12" colname="col12" align="right"/>
     <oasis:colspec colnum="13" colname="col13" align="right"/>
     <oasis:colspec colnum="14" colname="col14" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry rowsep="1" colname="col2"><italic>a</italic></oasis:entry>
         <oasis:entry rowsep="1" colname="col3"><italic>b</italic></oasis:entry>
         <oasis:entry rowsep="1" colname="col4"><italic>c</italic></oasis:entry>
         <oasis:entry rowsep="1" colname="col5"><italic>d</italic></oasis:entry>
         <oasis:entry rowsep="1" colname="col6"><italic>e</italic></oasis:entry>
         <oasis:entry rowsep="1" colname="col7"><italic>f</italic></oasis:entry>
         <oasis:entry rowsep="1" colname="col8"><italic>g</italic></oasis:entry>
         <oasis:entry rowsep="1" colname="col9"><italic>h</italic></oasis:entry>
         <oasis:entry rowsep="1" colname="col10"><italic>i</italic></oasis:entry>
         <oasis:entry rowsep="1" colname="col11"><italic>j</italic></oasis:entry>
         <oasis:entry rowsep="1" colname="col12"><italic>k</italic></oasis:entry>
         <oasis:entry rowsep="1" colname="col13"><italic>l</italic></oasis:entry>
         <oasis:entry rowsep="1" colname="col14"><italic>m</italic></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Catchment</oasis:entry>
         <oasis:entry colname="col2">Dd</oasis:entry>
         <oasis:entry colname="col3">Mean</oasis:entry>
         <oasis:entry colname="col4">Mi</oasis:entry>
         <oasis:entry colname="col5">Rn</oasis:entry>
         <oasis:entry colname="col6">Hi</oasis:entry>
         <oasis:entry colname="col7">Landslide</oasis:entry>
         <oasis:entry colname="col8">Rb</oasis:entry>
         <oasis:entry colname="col9">Time of</oasis:entry>
         <oasis:entry colname="col10">Floods</oasis:entry>
         <oasis:entry colname="col11">Flood hazard</oasis:entry>
         <oasis:entry colname="col12">Soil</oasis:entry>
         <oasis:entry colname="col13">Culvert</oasis:entry>
         <oasis:entry colname="col14">Terraces</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">number</oasis:entry>
         <oasis:entry colname="col2">(km<inline-formula><mml:math id="M43" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col3">gradient</oasis:entry>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7">(%)</oasis:entry>
         <oasis:entry colname="col8">mean</oasis:entry>
         <oasis:entry colname="col9">concentration</oasis:entry>
         <oasis:entry colname="col10">number</oasis:entry>
         <oasis:entry colname="col11">zone <inline-formula><mml:math id="M44" display="inline"><mml:mrow><mml:mn mathvariant="normal">200</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi>y</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col12">consumption</oasis:entry>
         <oasis:entry colname="col13">last km</oasis:entry>
         <oasis:entry colname="col14">(%)</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3">(%)</oasis:entry>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9">(')</oasis:entry>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11">(%)</oasis:entry>
         <oasis:entry colname="col12">(%)</oasis:entry>
         <oasis:entry colname="col13">(%)</oasis:entry>
         <oasis:entry colname="col14"/>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">1</oasis:entry>
         <oasis:entry colname="col2">3.75</oasis:entry>
         <oasis:entry colname="col3">56.5</oasis:entry>
         <oasis:entry colname="col4">0.26</oasis:entry>
         <oasis:entry colname="col5">4.45</oasis:entry>
         <oasis:entry colname="col6">0.43</oasis:entry>
         <oasis:entry colname="col7">0.2</oasis:entry>
         <oasis:entry colname="col8">0.28</oasis:entry>
         <oasis:entry colname="col9">82.64</oasis:entry>
         <oasis:entry colname="col10">2</oasis:entry>
         <oasis:entry colname="col11">0.3</oasis:entry>
         <oasis:entry colname="col12">10.9</oasis:entry>
         <oasis:entry colname="col13">5.1</oasis:entry>
         <oasis:entry colname="col14">12.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2</oasis:entry>
         <oasis:entry colname="col2">4.96</oasis:entry>
         <oasis:entry colname="col3">55.9</oasis:entry>
         <oasis:entry colname="col4">0.43</oasis:entry>
         <oasis:entry colname="col5">4.58</oasis:entry>
         <oasis:entry colname="col6">0.48</oasis:entry>
         <oasis:entry colname="col7">0.4</oasis:entry>
         <oasis:entry colname="col8">0.25</oasis:entry>
         <oasis:entry colname="col9">36.15</oasis:entry>
         <oasis:entry colname="col10">0</oasis:entry>
         <oasis:entry colname="col11">0.6</oasis:entry>
         <oasis:entry colname="col12">17.1</oasis:entry>
         <oasis:entry colname="col13">25.0</oasis:entry>
         <oasis:entry colname="col14">14.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">3</oasis:entry>
         <oasis:entry colname="col2">6.19</oasis:entry>
         <oasis:entry colname="col3">60.4</oasis:entry>
         <oasis:entry colname="col4">0.25</oasis:entry>
         <oasis:entry colname="col5">7.29</oasis:entry>
         <oasis:entry colname="col6">0.43</oasis:entry>
         <oasis:entry colname="col7">6.6</oasis:entry>
         <oasis:entry colname="col8">0.31</oasis:entry>
         <oasis:entry colname="col9">81.34</oasis:entry>
         <oasis:entry colname="col10">1</oasis:entry>
         <oasis:entry colname="col11">0.7</oasis:entry>
         <oasis:entry colname="col12">7.4</oasis:entry>
         <oasis:entry colname="col13">7.4</oasis:entry>
         <oasis:entry colname="col14">19.2</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">4</oasis:entry>
         <oasis:entry colname="col2">5.25</oasis:entry>
         <oasis:entry colname="col3">62.1</oasis:entry>
         <oasis:entry colname="col4">0.19</oasis:entry>
         <oasis:entry colname="col5">5.26</oasis:entry>
         <oasis:entry colname="col6">0.41</oasis:entry>
         <oasis:entry colname="col7">4.3</oasis:entry>
         <oasis:entry colname="col8">0.32</oasis:entry>
         <oasis:entry colname="col9">73.37</oasis:entry>
         <oasis:entry colname="col10">20</oasis:entry>
         <oasis:entry colname="col11">0.2</oasis:entry>
         <oasis:entry colname="col12">20.7</oasis:entry>
         <oasis:entry colname="col13">10.5</oasis:entry>
         <oasis:entry colname="col14">20.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">5</oasis:entry>
         <oasis:entry colname="col2">5.71</oasis:entry>
         <oasis:entry colname="col3">46.1</oasis:entry>
         <oasis:entry colname="col4">0.40</oasis:entry>
         <oasis:entry colname="col5">4.90</oasis:entry>
         <oasis:entry colname="col6">0.34</oasis:entry>
         <oasis:entry colname="col7">6.5</oasis:entry>
         <oasis:entry colname="col8">0.24</oasis:entry>
         <oasis:entry colname="col9">29.53</oasis:entry>
         <oasis:entry colname="col10">3</oasis:entry>
         <oasis:entry colname="col11">0.6</oasis:entry>
         <oasis:entry colname="col12">27.8</oasis:entry>
         <oasis:entry colname="col13">9.0</oasis:entry>
         <oasis:entry colname="col14">9.9</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">6</oasis:entry>
         <oasis:entry colname="col2">5.34</oasis:entry>
         <oasis:entry colname="col3">45.4</oasis:entry>
         <oasis:entry colname="col4">0.32</oasis:entry>
         <oasis:entry colname="col5">3.19</oasis:entry>
         <oasis:entry colname="col6">0.32</oasis:entry>
         <oasis:entry colname="col7">4.9</oasis:entry>
         <oasis:entry colname="col8">0.26</oasis:entry>
         <oasis:entry colname="col9">35.29</oasis:entry>
         <oasis:entry colname="col10">4</oasis:entry>
         <oasis:entry colname="col11">0.5</oasis:entry>
         <oasis:entry colname="col12">9.5</oasis:entry>
         <oasis:entry colname="col13">22.2</oasis:entry>
         <oasis:entry colname="col14">40.3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">7</oasis:entry>
         <oasis:entry colname="col2">6.30</oasis:entry>
         <oasis:entry colname="col3">56.0</oasis:entry>
         <oasis:entry colname="col4">0.21</oasis:entry>
         <oasis:entry colname="col5">6.27</oasis:entry>
         <oasis:entry colname="col6">0.46</oasis:entry>
         <oasis:entry colname="col7">0.6</oasis:entry>
         <oasis:entry colname="col8">0.30</oasis:entry>
         <oasis:entry colname="col9">110.08</oasis:entry>
         <oasis:entry colname="col10">6</oasis:entry>
         <oasis:entry colname="col11">0.3</oasis:entry>
         <oasis:entry colname="col12">16.9</oasis:entry>
         <oasis:entry colname="col13">11.4</oasis:entry>
         <oasis:entry colname="col14">9.6</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">8</oasis:entry>
         <oasis:entry colname="col2">5.06</oasis:entry>
         <oasis:entry colname="col3">47.2</oasis:entry>
         <oasis:entry colname="col4">0.40</oasis:entry>
         <oasis:entry colname="col5">2.76</oasis:entry>
         <oasis:entry colname="col6">0.41</oasis:entry>
         <oasis:entry colname="col7">0.0</oasis:entry>
         <oasis:entry colname="col8">0.21</oasis:entry>
         <oasis:entry colname="col9">33.80</oasis:entry>
         <oasis:entry colname="col10">2</oasis:entry>
         <oasis:entry colname="col11">3.4</oasis:entry>
         <oasis:entry colname="col12">20.4</oasis:entry>
         <oasis:entry colname="col13">45.9</oasis:entry>
         <oasis:entry colname="col14">18.8</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">9</oasis:entry>
         <oasis:entry colname="col2">3.01</oasis:entry>
         <oasis:entry colname="col3">31.8</oasis:entry>
         <oasis:entry colname="col4">0.32</oasis:entry>
         <oasis:entry colname="col5">1.31</oasis:entry>
         <oasis:entry colname="col6">0.30</oasis:entry>
         <oasis:entry colname="col7">0.0</oasis:entry>
         <oasis:entry colname="col8">0.07</oasis:entry>
         <oasis:entry colname="col9">27.16</oasis:entry>
         <oasis:entry colname="col10">4</oasis:entry>
         <oasis:entry colname="col11">10.6</oasis:entry>
         <oasis:entry colname="col12">49.4</oasis:entry>
         <oasis:entry colname="col13">34.4</oasis:entry>
         <oasis:entry colname="col14">6.6</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">10</oasis:entry>
         <oasis:entry colname="col2">5.65</oasis:entry>
         <oasis:entry colname="col3">49.4</oasis:entry>
         <oasis:entry colname="col4">0.20</oasis:entry>
         <oasis:entry colname="col5">3.72</oasis:entry>
         <oasis:entry colname="col6">0.41</oasis:entry>
         <oasis:entry colname="col7">0.1</oasis:entry>
         <oasis:entry colname="col8">0.29</oasis:entry>
         <oasis:entry colname="col9">77.65</oasis:entry>
         <oasis:entry colname="col10">17</oasis:entry>
         <oasis:entry colname="col11">2.7</oasis:entry>
         <oasis:entry colname="col12">23.4</oasis:entry>
         <oasis:entry colname="col13">17.6</oasis:entry>
         <oasis:entry colname="col14">5.3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">11</oasis:entry>
         <oasis:entry colname="col2">4.33</oasis:entry>
         <oasis:entry colname="col3">46.3</oasis:entry>
         <oasis:entry colname="col4">0.28</oasis:entry>
         <oasis:entry colname="col5">2.69</oasis:entry>
         <oasis:entry colname="col6">0.35</oasis:entry>
         <oasis:entry colname="col7">0.8</oasis:entry>
         <oasis:entry colname="col8">0.29</oasis:entry>
         <oasis:entry colname="col9">39.58</oasis:entry>
         <oasis:entry colname="col10">1</oasis:entry>
         <oasis:entry colname="col11">1.9</oasis:entry>
         <oasis:entry colname="col12">13.6</oasis:entry>
         <oasis:entry colname="col13">0.0</oasis:entry>
         <oasis:entry colname="col14">18.0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">12</oasis:entry>
         <oasis:entry colname="col2">2.33</oasis:entry>
         <oasis:entry colname="col3">45.1</oasis:entry>
         <oasis:entry colname="col4">0.27</oasis:entry>
         <oasis:entry colname="col5">1.15</oasis:entry>
         <oasis:entry colname="col6">0.40</oasis:entry>
         <oasis:entry colname="col7">0.0</oasis:entry>
         <oasis:entry colname="col8">0.31</oasis:entry>
         <oasis:entry colname="col9">34.43</oasis:entry>
         <oasis:entry colname="col10">0</oasis:entry>
         <oasis:entry colname="col11">0.1</oasis:entry>
         <oasis:entry colname="col12">36.3</oasis:entry>
         <oasis:entry colname="col13">100.0</oasis:entry>
         <oasis:entry colname="col14">0.0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">13</oasis:entry>
         <oasis:entry colname="col2">3.84</oasis:entry>
         <oasis:entry colname="col3">55.0</oasis:entry>
         <oasis:entry colname="col4">0.29</oasis:entry>
         <oasis:entry colname="col5">2.02</oasis:entry>
         <oasis:entry colname="col6">0.42</oasis:entry>
         <oasis:entry colname="col7">2.8</oasis:entry>
         <oasis:entry colname="col8">0.31</oasis:entry>
         <oasis:entry colname="col9">35.75</oasis:entry>
         <oasis:entry colname="col10">1</oasis:entry>
         <oasis:entry colname="col11">1.8</oasis:entry>
         <oasis:entry colname="col12">7.3</oasis:entry>
         <oasis:entry colname="col13">35.7</oasis:entry>
         <oasis:entry colname="col14">5.6</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">14</oasis:entry>
         <oasis:entry colname="col2">3.58</oasis:entry>
         <oasis:entry colname="col3">49.9</oasis:entry>
         <oasis:entry colname="col4">0.26</oasis:entry>
         <oasis:entry colname="col5">2.62</oasis:entry>
         <oasis:entry colname="col6">0.34</oasis:entry>
         <oasis:entry colname="col7">0.2</oasis:entry>
         <oasis:entry colname="col8">0.37</oasis:entry>
         <oasis:entry colname="col9">50.12</oasis:entry>
         <oasis:entry colname="col10">2</oasis:entry>
         <oasis:entry colname="col11">0.6</oasis:entry>
         <oasis:entry colname="col12">7.7</oasis:entry>
         <oasis:entry colname="col13">11.8</oasis:entry>
         <oasis:entry colname="col14">29.2</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">15</oasis:entry>
         <oasis:entry colname="col2">3.68</oasis:entry>
         <oasis:entry colname="col3">48.2</oasis:entry>
         <oasis:entry colname="col4">0.26</oasis:entry>
         <oasis:entry colname="col5">2.04</oasis:entry>
         <oasis:entry colname="col6">0.37</oasis:entry>
         <oasis:entry colname="col7">0.0</oasis:entry>
         <oasis:entry colname="col8">0.30</oasis:entry>
         <oasis:entry colname="col9">55.11</oasis:entry>
         <oasis:entry colname="col10">4</oasis:entry>
         <oasis:entry colname="col11">3.4</oasis:entry>
         <oasis:entry colname="col12">19.0</oasis:entry>
         <oasis:entry colname="col13">80.4</oasis:entry>
         <oasis:entry colname="col14">26.8</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">16</oasis:entry>
         <oasis:entry colname="col2">4.05</oasis:entry>
         <oasis:entry colname="col3">50.6</oasis:entry>
         <oasis:entry colname="col4">0.23</oasis:entry>
         <oasis:entry colname="col5">3.42</oasis:entry>
         <oasis:entry colname="col6">0.37</oasis:entry>
         <oasis:entry colname="col7">0.0</oasis:entry>
         <oasis:entry colname="col8">0.32</oasis:entry>
         <oasis:entry colname="col9">85.44</oasis:entry>
         <oasis:entry colname="col10">10</oasis:entry>
         <oasis:entry colname="col11">2.0</oasis:entry>
         <oasis:entry colname="col12">13.8</oasis:entry>
         <oasis:entry colname="col13">9.8</oasis:entry>
         <oasis:entry colname="col14">16.7</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">17</oasis:entry>
         <oasis:entry colname="col2">2.58</oasis:entry>
         <oasis:entry colname="col3">32.6</oasis:entry>
         <oasis:entry colname="col4">0.41</oasis:entry>
         <oasis:entry colname="col5">1.27</oasis:entry>
         <oasis:entry colname="col6">0.30</oasis:entry>
         <oasis:entry colname="col7">0.0</oasis:entry>
         <oasis:entry colname="col8">0.13</oasis:entry>
         <oasis:entry colname="col9">26.56</oasis:entry>
         <oasis:entry colname="col10">0</oasis:entry>
         <oasis:entry colname="col11">0.5</oasis:entry>
         <oasis:entry colname="col12">34.0</oasis:entry>
         <oasis:entry colname="col13">17.2</oasis:entry>
         <oasis:entry colname="col14">32.3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">18</oasis:entry>
         <oasis:entry colname="col2">4.04</oasis:entry>
         <oasis:entry colname="col3">38.6</oasis:entry>
         <oasis:entry colname="col4">0.46</oasis:entry>
         <oasis:entry colname="col5">2.18</oasis:entry>
         <oasis:entry colname="col6">0.31</oasis:entry>
         <oasis:entry colname="col7">0.0</oasis:entry>
         <oasis:entry colname="col8">0.39</oasis:entry>
         <oasis:entry colname="col9">26.06</oasis:entry>
         <oasis:entry colname="col10">0</oasis:entry>
         <oasis:entry colname="col11">0.0</oasis:entry>
         <oasis:entry colname="col12">22.3</oasis:entry>
         <oasis:entry colname="col13">3.6</oasis:entry>
         <oasis:entry colname="col14">32.3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">19</oasis:entry>
         <oasis:entry colname="col2">4.35</oasis:entry>
         <oasis:entry colname="col3">50.8</oasis:entry>
         <oasis:entry colname="col4">0.66</oasis:entry>
         <oasis:entry colname="col5">3.58</oasis:entry>
         <oasis:entry colname="col6">0.36</oasis:entry>
         <oasis:entry colname="col7">1.3</oasis:entry>
         <oasis:entry colname="col8">0.22</oasis:entry>
         <oasis:entry colname="col9">19.56</oasis:entry>
         <oasis:entry colname="col10">0</oasis:entry>
         <oasis:entry colname="col11">0.1</oasis:entry>
         <oasis:entry colname="col12">15.1</oasis:entry>
         <oasis:entry colname="col13">10.7</oasis:entry>
         <oasis:entry colname="col14">14.6</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">20</oasis:entry>
         <oasis:entry colname="col2">4.47</oasis:entry>
         <oasis:entry colname="col3">55.3</oasis:entry>
         <oasis:entry colname="col4">0.63</oasis:entry>
         <oasis:entry colname="col5">3.23</oasis:entry>
         <oasis:entry colname="col6">0.39</oasis:entry>
         <oasis:entry colname="col7">0.0</oasis:entry>
         <oasis:entry colname="col8">0.32</oasis:entry>
         <oasis:entry colname="col9">20.38</oasis:entry>
         <oasis:entry colname="col10">0</oasis:entry>
         <oasis:entry colname="col11">0.0</oasis:entry>
         <oasis:entry colname="col12">8.6</oasis:entry>
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         <oasis:entry colname="col14">12.8</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">21</oasis:entry>
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         <oasis:entry colname="col3">65.8</oasis:entry>
         <oasis:entry colname="col4">0.28</oasis:entry>
         <oasis:entry colname="col5">4.79</oasis:entry>
         <oasis:entry colname="col6">0.46</oasis:entry>
         <oasis:entry colname="col7">0.7</oasis:entry>
         <oasis:entry colname="col8">0.29</oasis:entry>
         <oasis:entry colname="col9">65.20</oasis:entry>
         <oasis:entry colname="col10">7</oasis:entry>
         <oasis:entry colname="col11">0.4</oasis:entry>
         <oasis:entry colname="col12">3.3</oasis:entry>
         <oasis:entry colname="col13">100.0</oasis:entry>
         <oasis:entry colname="col14">11.5</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup><?xmltex \end{scaleboxenv}?></oasis:table></table-wrap>

<?xmltex \floatpos{p}?><table-wrap id="Ch1.T5" specific-use="star"><caption><p id="d1e3347">The geodatabase with the evaluation of the surfaces (%)
and punctual elements of risk in the studied catchments, according to the EU
Flood Directive 2007/60/CE.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="7">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Catchment</oasis:entry>
         <oasis:entry colname="col2">R1 risk</oasis:entry>
         <oasis:entry colname="col3">R2 risk</oasis:entry>
         <oasis:entry colname="col4">R3 risk</oasis:entry>
         <oasis:entry colname="col5">R4 risk</oasis:entry>
         <oasis:entry colname="col6">R2 risk</oasis:entry>
         <oasis:entry colname="col7">R4 risk</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">number</oasis:entry>
         <oasis:entry colname="col2">area (%)</oasis:entry>
         <oasis:entry colname="col3">area (%)</oasis:entry>
         <oasis:entry colname="col4">area (%)</oasis:entry>
         <oasis:entry colname="col5">area (%)</oasis:entry>
         <oasis:entry colname="col6">elements</oasis:entry>
         <oasis:entry colname="col7">elements</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">1</oasis:entry>
         <oasis:entry colname="col2">0.19</oasis:entry>
         <oasis:entry colname="col3">0.02</oasis:entry>
         <oasis:entry colname="col4">0.00</oasis:entry>
         <oasis:entry colname="col5">0.16</oasis:entry>
         <oasis:entry colname="col6">0</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2</oasis:entry>
         <oasis:entry colname="col2">0.14</oasis:entry>
         <oasis:entry colname="col3">0.61</oasis:entry>
         <oasis:entry colname="col4">0.02</oasis:entry>
         <oasis:entry colname="col5">0.48</oasis:entry>
         <oasis:entry colname="col6">1</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">3</oasis:entry>
         <oasis:entry colname="col2">0.16</oasis:entry>
         <oasis:entry colname="col3">0.18</oasis:entry>
         <oasis:entry colname="col4">0.04</oasis:entry>
         <oasis:entry colname="col5">0.53</oasis:entry>
         <oasis:entry colname="col6">6</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">4</oasis:entry>
         <oasis:entry colname="col2">0.08</oasis:entry>
         <oasis:entry colname="col3">0.18</oasis:entry>
         <oasis:entry colname="col4">0.00</oasis:entry>
         <oasis:entry colname="col5">0.14</oasis:entry>
         <oasis:entry colname="col6">2</oasis:entry>
         <oasis:entry colname="col7">1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">5</oasis:entry>
         <oasis:entry colname="col2">0.04</oasis:entry>
         <oasis:entry colname="col3">0.41</oasis:entry>
         <oasis:entry colname="col4">0.01</oasis:entry>
         <oasis:entry colname="col5">0.38</oasis:entry>
         <oasis:entry colname="col6">1</oasis:entry>
         <oasis:entry colname="col7">1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">6</oasis:entry>
         <oasis:entry colname="col2">0.07</oasis:entry>
         <oasis:entry colname="col3">1.03</oasis:entry>
         <oasis:entry colname="col4">0.00</oasis:entry>
         <oasis:entry colname="col5">0.45</oasis:entry>
         <oasis:entry colname="col6">0</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">7</oasis:entry>
         <oasis:entry colname="col2">0.13</oasis:entry>
         <oasis:entry colname="col3">0.37</oasis:entry>
         <oasis:entry colname="col4">0.00</oasis:entry>
         <oasis:entry colname="col5">0.17</oasis:entry>
         <oasis:entry colname="col6">1</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">8</oasis:entry>
         <oasis:entry colname="col2">0.20</oasis:entry>
         <oasis:entry colname="col3">2.30</oasis:entry>
         <oasis:entry colname="col4">0.00</oasis:entry>
         <oasis:entry colname="col5">3.21</oasis:entry>
         <oasis:entry colname="col6">0</oasis:entry>
         <oasis:entry colname="col7">2</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">9</oasis:entry>
         <oasis:entry colname="col2">0.02</oasis:entry>
         <oasis:entry colname="col3">0.24</oasis:entry>
         <oasis:entry colname="col4">0.00</oasis:entry>
         <oasis:entry colname="col5">10.54</oasis:entry>
         <oasis:entry colname="col6">0</oasis:entry>
         <oasis:entry colname="col7">13</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">10</oasis:entry>
         <oasis:entry colname="col2">0.07</oasis:entry>
         <oasis:entry colname="col3">0.57</oasis:entry>
         <oasis:entry colname="col4">0.04</oasis:entry>
         <oasis:entry colname="col5">2.61</oasis:entry>
         <oasis:entry colname="col6">0</oasis:entry>
         <oasis:entry colname="col7">3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">11</oasis:entry>
         <oasis:entry colname="col2">0.08</oasis:entry>
         <oasis:entry colname="col3">0.70</oasis:entry>
         <oasis:entry colname="col4">0.08</oasis:entry>
         <oasis:entry colname="col5">1.73</oasis:entry>
         <oasis:entry colname="col6">0</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">12</oasis:entry>
         <oasis:entry colname="col2">0.00</oasis:entry>
         <oasis:entry colname="col3">0.00</oasis:entry>
         <oasis:entry colname="col4">0.00</oasis:entry>
         <oasis:entry colname="col5">0.14</oasis:entry>
         <oasis:entry colname="col6">0</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">13</oasis:entry>
         <oasis:entry colname="col2">0.01</oasis:entry>
         <oasis:entry colname="col3">0.60</oasis:entry>
         <oasis:entry colname="col4">0.73</oasis:entry>
         <oasis:entry colname="col5">1.05</oasis:entry>
         <oasis:entry colname="col6">0</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">14</oasis:entry>
         <oasis:entry colname="col2">0.08</oasis:entry>
         <oasis:entry colname="col3">0.97</oasis:entry>
         <oasis:entry colname="col4">0.02</oasis:entry>
         <oasis:entry colname="col5">0.52</oasis:entry>
         <oasis:entry colname="col6">1</oasis:entry>
         <oasis:entry colname="col7">1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">15</oasis:entry>
         <oasis:entry colname="col2">0.00</oasis:entry>
         <oasis:entry colname="col3">0.28</oasis:entry>
         <oasis:entry colname="col4">0.05</oasis:entry>
         <oasis:entry colname="col5">3.30</oasis:entry>
         <oasis:entry colname="col6">0</oasis:entry>
         <oasis:entry colname="col7">2</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">16</oasis:entry>
         <oasis:entry colname="col2">0.27</oasis:entry>
         <oasis:entry colname="col3">0.64</oasis:entry>
         <oasis:entry colname="col4">0.06</oasis:entry>
         <oasis:entry colname="col5">1.70</oasis:entry>
         <oasis:entry colname="col6">0</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">17</oasis:entry>
         <oasis:entry colname="col2">0.11</oasis:entry>
         <oasis:entry colname="col3">0.15</oasis:entry>
         <oasis:entry colname="col4">0.02</oasis:entry>
         <oasis:entry colname="col5">0.50</oasis:entry>
         <oasis:entry colname="col6">0</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">18</oasis:entry>
         <oasis:entry colname="col2">0.00</oasis:entry>
         <oasis:entry colname="col3">0.00</oasis:entry>
         <oasis:entry colname="col4">0.00</oasis:entry>
         <oasis:entry colname="col5">0.00</oasis:entry>
         <oasis:entry colname="col6">0</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">19</oasis:entry>
         <oasis:entry colname="col2">0.00</oasis:entry>
         <oasis:entry colname="col3">0.05</oasis:entry>
         <oasis:entry colname="col4">0.00</oasis:entry>
         <oasis:entry colname="col5">0.11</oasis:entry>
         <oasis:entry colname="col6">0</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">20</oasis:entry>
         <oasis:entry colname="col2">0.00</oasis:entry>
         <oasis:entry colname="col3">0.01</oasis:entry>
         <oasis:entry colname="col4">0.00</oasis:entry>
         <oasis:entry colname="col5">0.02</oasis:entry>
         <oasis:entry colname="col6">0</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">21</oasis:entry>
         <oasis:entry colname="col2">0.02</oasis:entry>
         <oasis:entry colname="col3">0.09</oasis:entry>
         <oasis:entry colname="col4">0.01</oasis:entry>
         <oasis:entry colname="col5">0.35</oasis:entry>
         <oasis:entry colname="col6">0</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T6" specific-use="star"><caption><p id="d1e3957">Time of concentration for the studied catchments: five
methodologies have been used and the mean value has been chosen as
representative in Table 4.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="7">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Catchment</oasis:entry>
         <oasis:entry colname="col2">Pasini</oasis:entry>
         <oasis:entry colname="col3">Ventura</oasis:entry>
         <oasis:entry colname="col4">Pezzoli</oasis:entry>
         <oasis:entry colname="col5">Kirpich</oasis:entry>
         <oasis:entry colname="col6">NRCS–SCS</oasis:entry>
         <oasis:entry colname="col7">Mean value</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">number</oasis:entry>
         <oasis:entry colname="col2">(m)</oasis:entry>
         <oasis:entry colname="col3">(m)</oasis:entry>
         <oasis:entry colname="col4">(m)</oasis:entry>
         <oasis:entry colname="col5">(m)</oasis:entry>
         <oasis:entry colname="col6">(m)</oasis:entry>
         <oasis:entry colname="col7">(m)</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">1</oasis:entry>
         <oasis:entry colname="col2">109.0</oasis:entry>
         <oasis:entry colname="col3">105.5</oasis:entry>
         <oasis:entry colname="col4">82.1</oasis:entry>
         <oasis:entry colname="col5">47.0</oasis:entry>
         <oasis:entry colname="col6">69.6</oasis:entry>
         <oasis:entry colname="col7">82.6</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2</oasis:entry>
         <oasis:entry colname="col2">43.8</oasis:entry>
         <oasis:entry colname="col3">40.9</oasis:entry>
         <oasis:entry colname="col4">35.5</oasis:entry>
         <oasis:entry colname="col5">24.7</oasis:entry>
         <oasis:entry colname="col6">35.8</oasis:entry>
         <oasis:entry colname="col7">36.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">3</oasis:entry>
         <oasis:entry colname="col2">108.8</oasis:entry>
         <oasis:entry colname="col3">108.3</oasis:entry>
         <oasis:entry colname="col4">77.5</oasis:entry>
         <oasis:entry colname="col5">45.0</oasis:entry>
         <oasis:entry colname="col6">67.1</oasis:entry>
         <oasis:entry colname="col7">81.3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">4</oasis:entry>
         <oasis:entry colname="col2">103.6</oasis:entry>
         <oasis:entry colname="col3">115.1</oasis:entry>
         <oasis:entry colname="col4">59.3</oasis:entry>
         <oasis:entry colname="col5">36.6</oasis:entry>
         <oasis:entry colname="col6">52.3</oasis:entry>
         <oasis:entry colname="col7">73.4</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">5</oasis:entry>
         <oasis:entry colname="col2">34.7</oasis:entry>
         <oasis:entry colname="col3">35.3</oasis:entry>
         <oasis:entry colname="col4">23.6</oasis:entry>
         <oasis:entry colname="col5">18.0</oasis:entry>
         <oasis:entry colname="col6">36.1</oasis:entry>
         <oasis:entry colname="col7">29.5</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">6</oasis:entry>
         <oasis:entry colname="col2">43.7</oasis:entry>
         <oasis:entry colname="col3">42.4</oasis:entry>
         <oasis:entry colname="col4">32.9</oasis:entry>
         <oasis:entry colname="col5">23.3</oasis:entry>
         <oasis:entry colname="col6">34.2</oasis:entry>
         <oasis:entry colname="col7">35.3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">7</oasis:entry>
         <oasis:entry colname="col2">145.3</oasis:entry>
         <oasis:entry colname="col3">131.6</oasis:entry>
         <oasis:entry colname="col4">125.2</oasis:entry>
         <oasis:entry colname="col5">65.1</oasis:entry>
         <oasis:entry colname="col6">83.2</oasis:entry>
         <oasis:entry colname="col7">110.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">8</oasis:entry>
         <oasis:entry colname="col2">38.2</oasis:entry>
         <oasis:entry colname="col3">32.2</oasis:entry>
         <oasis:entry colname="col4">38.2</oasis:entry>
         <oasis:entry colname="col5">26.1</oasis:entry>
         <oasis:entry colname="col6">34.3</oasis:entry>
         <oasis:entry colname="col7">33.8</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">9</oasis:entry>
         <oasis:entry colname="col2">33.9</oasis:entry>
         <oasis:entry colname="col3">32.9</oasis:entry>
         <oasis:entry colname="col4">25.5</oasis:entry>
         <oasis:entry colname="col5">19.1</oasis:entry>
         <oasis:entry colname="col6">24.4</oasis:entry>
         <oasis:entry colname="col7">27.2</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">10</oasis:entry>
         <oasis:entry colname="col2">102.4</oasis:entry>
         <oasis:entry colname="col3">94.3</oasis:entry>
         <oasis:entry colname="col4">85.2</oasis:entry>
         <oasis:entry colname="col5">48.4</oasis:entry>
         <oasis:entry colname="col6">58.0</oasis:entry>
         <oasis:entry colname="col7">77.6</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">11</oasis:entry>
         <oasis:entry colname="col2">49.9</oasis:entry>
         <oasis:entry colname="col3">48.7</oasis:entry>
         <oasis:entry colname="col4">37.1</oasis:entry>
         <oasis:entry colname="col5">25.5</oasis:entry>
         <oasis:entry colname="col6">36.6</oasis:entry>
         <oasis:entry colname="col7">39.6</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">12</oasis:entry>
         <oasis:entry colname="col2">46.9</oasis:entry>
         <oasis:entry colname="col3">48.2</oasis:entry>
         <oasis:entry colname="col4">31.4</oasis:entry>
         <oasis:entry colname="col5">22.5</oasis:entry>
         <oasis:entry colname="col6">23.2</oasis:entry>
         <oasis:entry colname="col7">34.4</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">13</oasis:entry>
         <oasis:entry colname="col2">46.1</oasis:entry>
         <oasis:entry colname="col3">45.6</oasis:entry>
         <oasis:entry colname="col4">33.3</oasis:entry>
         <oasis:entry colname="col5">23.5</oasis:entry>
         <oasis:entry colname="col6">30.3</oasis:entry>
         <oasis:entry colname="col7">35.8</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">14</oasis:entry>
         <oasis:entry colname="col2">66.1</oasis:entry>
         <oasis:entry colname="col3">67.1</oasis:entry>
         <oasis:entry colname="col4">45.4</oasis:entry>
         <oasis:entry colname="col5">29.8</oasis:entry>
         <oasis:entry colname="col6">42.2</oasis:entry>
         <oasis:entry colname="col7">50.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">15</oasis:entry>
         <oasis:entry colname="col2">75.1</oasis:entry>
         <oasis:entry colname="col3">70.6</oasis:entry>
         <oasis:entry colname="col4">59.9</oasis:entry>
         <oasis:entry colname="col5">36.9</oasis:entry>
         <oasis:entry colname="col6">33.0</oasis:entry>
         <oasis:entry colname="col7">55.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">16</oasis:entry>
         <oasis:entry colname="col2">117.2</oasis:entry>
         <oasis:entry colname="col3">111.1</oasis:entry>
         <oasis:entry colname="col4">92.0</oasis:entry>
         <oasis:entry colname="col5">51.4</oasis:entry>
         <oasis:entry colname="col6">55.5</oasis:entry>
         <oasis:entry colname="col7">85.4</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">17</oasis:entry>
         <oasis:entry colname="col2">32.1</oasis:entry>
         <oasis:entry colname="col3">29.0</oasis:entry>
         <oasis:entry colname="col4">27.9</oasis:entry>
         <oasis:entry colname="col5">20.5</oasis:entry>
         <oasis:entry colname="col6">23.4</oasis:entry>
         <oasis:entry colname="col7">26.6</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">18</oasis:entry>
         <oasis:entry colname="col2">30.5</oasis:entry>
         <oasis:entry colname="col3">27.5</oasis:entry>
         <oasis:entry colname="col4">26.6</oasis:entry>
         <oasis:entry colname="col5">19.8</oasis:entry>
         <oasis:entry colname="col6">25.9</oasis:entry>
         <oasis:entry colname="col7">26.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">19</oasis:entry>
         <oasis:entry colname="col2">21.2</oasis:entry>
         <oasis:entry colname="col3">19.4</oasis:entry>
         <oasis:entry colname="col4">17.7</oasis:entry>
         <oasis:entry colname="col5">14.5</oasis:entry>
         <oasis:entry colname="col6">25.0</oasis:entry>
         <oasis:entry colname="col7">19.6</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">20</oasis:entry>
         <oasis:entry colname="col2">22.0</oasis:entry>
         <oasis:entry colname="col3">19.8</oasis:entry>
         <oasis:entry colname="col4">19.3</oasis:entry>
         <oasis:entry colname="col5">15.4</oasis:entry>
         <oasis:entry colname="col6">25.4</oasis:entry>
         <oasis:entry colname="col7">20.4</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">21</oasis:entry>
         <oasis:entry colname="col2">84.5</oasis:entry>
         <oasis:entry colname="col3">78.3</oasis:entry>
         <oasis:entry colname="col4">69.4</oasis:entry>
         <oasis:entry colname="col5">41.3</oasis:entry>
         <oasis:entry colname="col6">52.5</oasis:entry>
         <oasis:entry colname="col7">65.2</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

</sec>
</sec>
<sec id="Ch1.S3">
  <title>Results</title>
      <p id="d1e4571">The geodatabase, collected through the calculation of the 19 parameters and
shown in Tables 4 and 5, evidences a certain variability in values. In
Table 6 the times of concentration values obtained with the different formulae
are shown; for the S-MCA calculation the mean value has been chosen.</p>
      <p id="d1e4574">The results of the parameter computation give a descriptive scheme of the
small catchments; some have similar characteristics, and some have specific
peculiarities. All the catchments share high slope and hypsometric index
values. Time of concentration is always short while landslide surface (%)
shows a large variability in the value of the Melton ratio and drainage
density.</p>
      <p id="d1e4577">Flood events affected 15 on 21 catchments and some of them have been
repeatedly hit. Flood hazard zones are quite extended in some cases and
always involve densely populated areas.</p>
      <p id="d1e4580">Regarding catchment anthropogenic modifications, soil consumption is
variable but always concentrated in the lowest part where at present even
important infrastructures run along the coastline; in some cases, the
value is particularly high. The highest quota slopes are usually in
seminatural conditions, and in some catchments artificial terraces are
widespread and mostly abandoned. The final kilometer culverted percentage for the
main stream often assumes high values, in some cases 100 %. This
modification represents one of the most critical as transport capacity is
always inadequate in the case of intense rain events, causing flooding in the
surrounding urban area. In addition, buildings have been built close or, more
frequently, over the cover.</p>
      <p id="d1e4584">The parameters describing the elements exposed to risk give an idea of the
impact that a flood event may have on the urban area: both the percentage of
the risk area, mainly residential, industrial, and hospital, and the number
of punctual elements, including schools and cultural heritages, are
variously present but reach the highest values in catchment no. 9.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F8" specific-use="star"><caption><p id="d1e4589">The priority scale obtained using all the parameters,
excluding DSGSD for the calculation of landslides.</p></caption>
        <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/19/53/2019/nhess-19-53-2019-f08.png"/>

      </fig>

      <p id="d1e4598">The analysis of data in the geodatabase evidences how catchment
no. 9, followed by no. 6,
8 and 17, often emerges for critical values. Particular attention must be paid even to no. 11,
Polcevera's sub-catchment, and to 13 and 14, which are Bisagno's
sub-catchments: in all these cases downward of the confluence with the main
stream the urbanization degree is at the highest level with elevated
population density and soil consumption. Recent flash flood events in 2011
and 2014 affected no. 13, 14 and 15, propagating the effects to the
Bisagno catchment. Other peculiarities are present in no. 12:
the largest of the small catchments, which constitutes the ancient Genoa
amphitheater with the old harbor and the historical center. Finally, the
western catchments show a lower soil consumption degree but larger widespread
shallow areas of instability that during the recent intense rain events in
2011 and 2014 were activated.</p>
      <p id="d1e4601">Moving towards a quantitative approach through the application of the S-MCA
techniques to compare the catchments' conditions, some more meaningful
results may be obtained. The first application of the method has been
performed without assuming different weights a priori for the describing
parameters; even the same relative importance has been assumed for
environmental factors (set 1 and 2) and for the elements of risk (set 3). The
values obtained by the calculation have been ordered in five classes, with the
number 1 being the most critical or the one that requests a higher level of
attention for the risk reduction strategies. Results are shown in Fig. 8
while Table 7 provides the score values obtained using all the parameters
(priority scale A), only the anthropogenic-origin ones (priority scale B)
and only the natural-origin ones (priority scale C) for the environmental
factors. A further calculation has been performed assuming proportional
weights to the elements of risk factors, which gives major importance
to the higher risk level with respect to the lower ones. The results are
collected in Fig. 9 and in Table 7 and constitute the priority scale D.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F9" specific-use="star"><caption><p id="d1e4606">The priority scale obtained using all the parameters,
excluding DSGSD for the calculation of landslides and weighting the elements
of risk factors.</p></caption>
        <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/19/53/2019/nhess-19-53-2019-f09.png"/>

      </fig>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T7"><caption><p id="d1e4619">The priority scales – A: using all the parameters; B: using
parameters <italic>k, l</italic> and <italic>m</italic> (ref. Table 4); C: using
parameters <italic>a</italic> through <italic>j</italic> (Table 2); D: using all the
parameters and weighting the elements of risk ones (Table 3).</p></caption><oasis:table frame="topbot"><?xmltex \begin{scaleboxenv}{0.87}[0.87]?><oasis:tgroup cols="6">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Catchment</oasis:entry>
         <oasis:entry colname="col2">Priority</oasis:entry>
         <oasis:entry colname="col3">Priority</oasis:entry>
         <oasis:entry colname="col4">Priority</oasis:entry>
         <oasis:entry colname="col5">Priority</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">number</oasis:entry>
         <oasis:entry colname="col2">scale A</oasis:entry>
         <oasis:entry colname="col3">scale B</oasis:entry>
         <oasis:entry colname="col4">scale C</oasis:entry>
         <oasis:entry colname="col5">scale D</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">1</oasis:entry>
         <oasis:entry colname="col2">5</oasis:entry>
         <oasis:entry colname="col3">5</oasis:entry>
         <oasis:entry colname="col4">4</oasis:entry>
         <oasis:entry colname="col5">4</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2</oasis:entry>
         <oasis:entry colname="col2">4</oasis:entry>
         <oasis:entry colname="col3">4</oasis:entry>
         <oasis:entry colname="col4">4</oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">3</oasis:entry>
         <oasis:entry colname="col2">2</oasis:entry>
         <oasis:entry colname="col3">3</oasis:entry>
         <oasis:entry colname="col4">1</oasis:entry>
         <oasis:entry colname="col5">1</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">4</oasis:entry>
         <oasis:entry colname="col2">4</oasis:entry>
         <oasis:entry colname="col3">4</oasis:entry>
         <oasis:entry colname="col4">3</oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">5</oasis:entry>
         <oasis:entry colname="col2">4</oasis:entry>
         <oasis:entry colname="col3">5</oasis:entry>
         <oasis:entry colname="col4">3</oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">6</oasis:entry>
         <oasis:entry colname="col2">4</oasis:entry>
         <oasis:entry colname="col3">4</oasis:entry>
         <oasis:entry colname="col4">3</oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">7</oasis:entry>
         <oasis:entry colname="col2">5</oasis:entry>
         <oasis:entry colname="col3">5</oasis:entry>
         <oasis:entry colname="col4">4</oasis:entry>
         <oasis:entry colname="col5">4</oasis:entry>
         <oasis:entry colname="col6">Priority scale</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">8</oasis:entry>
         <oasis:entry colname="col2">2</oasis:entry>
         <oasis:entry colname="col3">2</oasis:entry>
         <oasis:entry colname="col4">2</oasis:entry>
         <oasis:entry colname="col5">1</oasis:entry>
         <oasis:entry colname="col6">1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">9</oasis:entry>
         <oasis:entry colname="col2">1</oasis:entry>
         <oasis:entry colname="col3">1</oasis:entry>
         <oasis:entry colname="col4">2</oasis:entry>
         <oasis:entry colname="col5">2</oasis:entry>
         <oasis:entry colname="col6">2</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">10</oasis:entry>
         <oasis:entry colname="col2">4</oasis:entry>
         <oasis:entry colname="col3">4</oasis:entry>
         <oasis:entry colname="col4">4</oasis:entry>
         <oasis:entry colname="col5">4</oasis:entry>
         <oasis:entry colname="col6">3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">11</oasis:entry>
         <oasis:entry colname="col2">5</oasis:entry>
         <oasis:entry colname="col3">4</oasis:entry>
         <oasis:entry colname="col4">4</oasis:entry>
         <oasis:entry colname="col5">4</oasis:entry>
         <oasis:entry colname="col6">4</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">12</oasis:entry>
         <oasis:entry colname="col2">5</oasis:entry>
         <oasis:entry colname="col3">4</oasis:entry>
         <oasis:entry colname="col4">5</oasis:entry>
         <oasis:entry colname="col5">5</oasis:entry>
         <oasis:entry colname="col6">5</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">13</oasis:entry>
         <oasis:entry colname="col2">3</oasis:entry>
         <oasis:entry colname="col3">3</oasis:entry>
         <oasis:entry colname="col4">2</oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">14</oasis:entry>
         <oasis:entry colname="col2">4</oasis:entry>
         <oasis:entry colname="col3">4</oasis:entry>
         <oasis:entry colname="col4">4</oasis:entry>
         <oasis:entry colname="col5">4</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">15</oasis:entry>
         <oasis:entry colname="col2">4</oasis:entry>
         <oasis:entry colname="col3">3</oasis:entry>
         <oasis:entry colname="col4">4</oasis:entry>
         <oasis:entry colname="col5">4</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">16</oasis:entry>
         <oasis:entry colname="col2">4</oasis:entry>
         <oasis:entry colname="col3">4</oasis:entry>
         <oasis:entry colname="col4">4</oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">17</oasis:entry>
         <oasis:entry colname="col2">5</oasis:entry>
         <oasis:entry colname="col3">4</oasis:entry>
         <oasis:entry colname="col4">5</oasis:entry>
         <oasis:entry colname="col5">4</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">18</oasis:entry>
         <oasis:entry colname="col2">5</oasis:entry>
         <oasis:entry colname="col3">5</oasis:entry>
         <oasis:entry colname="col4">5</oasis:entry>
         <oasis:entry colname="col5">5</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">19</oasis:entry>
         <oasis:entry colname="col2">5</oasis:entry>
         <oasis:entry colname="col3">5</oasis:entry>
         <oasis:entry colname="col4">4</oasis:entry>
         <oasis:entry colname="col5">5</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">20</oasis:entry>
         <oasis:entry colname="col2">5</oasis:entry>
         <oasis:entry colname="col3">5</oasis:entry>
         <oasis:entry colname="col4">5</oasis:entry>
         <oasis:entry colname="col5">5</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">21</oasis:entry>
         <oasis:entry colname="col2">5</oasis:entry>
         <oasis:entry colname="col3">4</oasis:entry>
         <oasis:entry colname="col4">5</oasis:entry>
         <oasis:entry colname="col5">5</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup><?xmltex \end{scaleboxenv}?></oasis:table></table-wrap>

</sec>
<sec id="Ch1.S4">
  <title>Discussion</title>
      <?pagebreak page63?><p id="d1e5156">The results of the application of the S-MCA technique to the 21 small
catchments represent an attempt to create a decision support tool to plan and
manage investments for works aimed at mitigating geo-hydrological risk in an
area hit hard by floods, flash floods and landslides in the past, as
addressed by many authors (De Brito et al., 2016). Ranking alternatives in
flood and risk reduction strategies have been largely implemented and
addressed by decision makers, using different S-MCA techniques
(Andersson-Sköld et al., 2015; de Brito and Evers, 2016). The need for
optimizing economic resources and reducing risk is essential in a critical
situation with high inhabitant density, strong anthropogenic modifications
and high hazard. In addition, flash flood events are strongly
localized and in the recent years they prevalently hit some catchments
(Table 4): no. 4, 10 and 16 present the highest numbers, even if the
most critical events happened in no. 8, 9, 10 and 15. Considering
that the whole studied area is characterized by high hazard for the possible
hit of super-cell systems and presents high hazard even for the peculiar
geomorphological features, the question is what would happen if a localized
and intense event should hit every catchment. For this reason, and for the
highly inadequate actual situation, it seems necessary to assess a priority
scale considering both natural features of the catchments and the
anthropogenic modifications that enhanced the risk level in order to obtain a
priority scale on a quantitative base.</p>
      <p id="d1e5159">The priority scale A evidences the critical situation of catchment
no. 9 that emerged even at a qualitative analysis level, with
no. 3 and 8 in the second rank and no. 1 in the third and more difficult to recognize. These results suggest that, possibly, the
highest attention in planning resources for risk reduction works at the
catchment scale should be paid to these higher-level rank catchments. A
detailed study for the punctual activities would be essential, considering the
activities at the catchment scale.</p>
      <p id="d1e5162">Priority scales B and C have been obtained considering, respectively, only
the anthropogenic parameters and only the<?pagebreak page64?> natural ones in order to evidence
the different eventual influence of the two sets. Considering scale C,
the natural tendency of catchments to geo-hydrological risk emerges a bit
differently and, examining scale A, a possible influence of
anthropogenic modifications arises more clearly. Effectively, catchments
no. 8 and 9 have been particularly affected by human activities:
the soil consumption is high, as high as the percentage of the final
kilometer of
culverted riverbed. We can deduce that human interventions enhanced the most
critical situations, while in other contexts the effect has been lower, even
if always increasing.</p>
      <p id="d1e5165">The situation changes a little, assuming a different weight to the elements
of risk parameters; that is, it considers proportional major importance of
the highest exposition to risk: the priority scale always sees catchments
no. 3, 8 and 9 at the highest ranks, giving a further confirmation of how
critical their situation is. At the opposite side of the priority scale,
catchments no. 12, 18, 19, 20 and 21 are always stable in the lowest rank,
meaning a possible lower level of attention, with respect to the other ones.
For example, the Fereggiano catchment's (no. 15) critical situation is well
known even at an international level: the heavy rainfall in 2011 caused six
casualties and much damage. Despite that it ranks at the fourth level on
the priority scale, its risk level is not high. Rather, it has been hit by
heavy rainfall that caused devastating consequences. If such an event would hit one of the other studied
catchments, like no. 9 for example, the effect could be similar or even
worse. At the same time the D scale shows that catchments in the lower rank
are almost half in number with respect to
the ones at the same position on scale A.</p>
      <p id="d1e5169">Considering the high risk level of the whole area, the rank in the scale must
be considered as additional information: this does not mean that no
reduction work should be performed in catchments at the lowest rank
position, but only that the other ones should be considered more urgent.</p>
      <p id="d1e5172">Another consideration regards limitations in the approach related to peculiar
situations that do not emerge from the comparison: in the Geirato catchment
(no. 14) there is a large landslide dam that is a potential source of high
hazard (Paliaga et al., 2019), not limited to the catchment itself but
also possibly affecting the main Bisagno catchment.
This limitation could be overcome by adding a parameter for peculiar
situations, but it has not been considered in the present work.</p>
      <?pagebreak page65?><p id="d1e5175">The prevention activity should include interventions on both streams and
slopes, structural and nonstructural: the inadequate transport capacity of
culverted streams is always seen as the only problem to be solved but
considering the high solid transport and debris–mud that often add their
effect during the intense rain events and that act locally, interrupting
roads or impacting buildings and causing problems in the urbanized lower
parts of the catchments, solutions should be studied holistically. The
debate about using structural or nonstructural interventions for risk
reduction has been discussed by many authors (Kundzewicz, 2002; Yazdi and
Neyshabouri, 2012; Meyer et al., 2012) but in conditions like the studied one
only the mutual concurrence of them may insure an acceptable result. Strong and continuous monitoring (Collins, 2008) and maintenance of the
slopes, due to their straight closeness and relation with the urban area is
crucial: from structural intervention in landslide stabilization to soil
bioengineering techniques to reduce erosion and shallow landslide
susceptibility and the recovery of abandoned terraces (Morgan and Rickson,
2003). The basic philosophy should be to act preventively on instability
with even small and noninvasive interventions being widespread in the territory
(Lateltin et al., 2005). These activities should be focused to reduce the
potential debris and sediments that contribute substantially to saturation of
culverts during intense rain events. Considering that the critical situation
deriving from soil consumption cannot be modified, as re-naturalization
is not an option considered acceptable by both decision makers and
probably large parts of the population, other interventions may be
addressed to reduce the negative effects of the anthropogenic modifications.
Only in very limited situations would the eventual culvert elimination be
possible without knocking down buildings, which is an option with a low
acceptance level. In other cases the possible solutions are structural
hydraulic interventions that may guarantee the reduction of the extension of
flood hazard zones and then even of the elements of risk areas. This includes
enlargement of embankments, restructuring of culverts and realization of
diversion overflow channels. In the cases in which these high-cost
interventions are crucial, like for catchments no. 8, 9, 10, 11,
12, 15 and 21, the reduction of solid transport in the streams, which is
mainly reduction of erosion, shallow landslides and stabilization of
abandoned terraces, would contribute significantly to risk mitigation.
Cost of structural hydraulic interventions is usually high and of the order
of millions of euro, while spread of small interventions on the slopes is
usually less than an order of magnitude lower, but the integration of the two
is essential in many situations, for example, in catchments no. 9,
10, 14 and 15 where landslides, abandoned terraces and high gradient slopes
are close and coupled with densely populated areas and intensely modified
riverbeds with inadequate capacity culverts. Conversely, catchments
no. 3, 4, 5 and 6 are mostly affected by slope instability
processes and present a lower level of soil consumption and, more in
general, of anthropogenic modifications.</p>
      <p id="d1e5178">Applicable mitigation measures present a good level of ecological
compatibility, in particular the bioengineering ones along the slopes, for
their low environmental impact, while structural hydraulic interventions
would be carried out in urban areas producing only temporarily impacts on
population due to the construction site setup. Regarding the potential
acceptance of the population, the interventions along the slopes should not
be problematic for their usually modest dimensions, while the structural
hydraulic interventions would have higher impact, even if limited in time, and
elevated
cost could be a little more problematic. Actually, some important works are
ongoing along the Bisagno stream, with traffic disturbance and influences on
economic activities lasting for some years, but the population risk
awareness has risen after the last devastating flash flood in 2011 and 2014.</p>
      <p id="d1e5181">The actual basin master plans adopted by the local authority – Regione
Liguria – point out some structural and nonstructural interventions
(Autorità di Bacino Regionale, 2017a, b, c) but no ranking has
been carried out in order to compare the small catchments or to improve the overall
functionality in a holistic way. The performed comparison would help in
supporting the decision process, including interventions that actually are
not considered erosion reduction works or slope instability preventive
measures on terraces or on dormant landslides.</p>
      <p id="d1e5184">Finally, risk reduction works would have a direct influence in the priority
scale method: in addition to the stabilization of landslides, the structural
interventions on streams would have the effect of modifying and reducing the
extension of flood hazard zones and then even of the areas exposed at risk.
In this way the methodology could be used even to simulate the effects of
some structurally important and expensive works on the overall rank on the
priority scale. This information could be included in the cost–benefit
analysis of the planned structural interventions.</p>
</sec>
<sec id="Ch1.S5" sec-type="conclusions">
  <title>Conclusions</title>
      <p id="d1e5194">Mitigation strategies for geo-hydrological risk request a catchment-scale
approach that results particularly crucially in a composite context in which
hazards related to natural features occur together with high anthropogenic
modification of the territory and high vulnerability (Pasche et al., 2008).
More in general, prevention of geo-hydrological risk requires a
decision-making process that is complex, affected by uncertainty (Akter and
Simonovic, 2005; Kenyon, 2007) and often with limited economic resources at
disposition.</p>
      <p id="d1e5197">In addition, an area characterized by many small urban catchments is complex to
manage and strong programming and planning is essential. The proposed
method for prioritizing planning for risk mitigation works among catchments
could be used as a support tool to quantitatively address<?pagebreak page66?> economic resources
that usually are limited and require a strong optimization (Gamper et al.,
2006). The approach could be  used even in different contexts at a sub-catchment
scale to point out the more critical sub-catchment and basing the comparison
on different sets of parameters depending on the active processes in the
area. The procedure may be adapted and modified with weighting of selected
parameters in order to give major importance to the ones considered more
important. Another adjustment of the method is possible considering the
relative importance to the environmental set of parameters with respect to the
elements of risk: depending on the value that we would assign to the
different aspects of the evaluation, different weight may be assumed.</p>
      <p id="d1e5200">The application of this methodology in a high-risk area allowed us to obtain a
priority scale that is actually partially confirmed by the structural
intervention that local authorities are operating: some are in the design phase and
some are in construction. The critical situation of catchment no. 9
is actually being approached and the solution has been found in some
important design for the adjustment of the culvert and of stream
embankments; in addition an overflow channel is going to be realized in the
Bisagno catchment, involving even the Fereggiano catchment (no. 15).
These works are largely expensive but are now essential to reduce risk in a
situation in which anthropogenic modification almost saturated all the
available spaces in the floodplain, as has occurred in all the small urban
catchments examined in the present study. Risk reduction would require a
holistic approach at the catchment scale, considering all the processes
acting on the catchment and
their mutual relationships and trying to address all the problems,
considering that what happens along the slopes influences even the lowest
portion of the catchment itself (Samuels et al., 2006; Blöschl et al.,
2013). Moreover, the cost of interventions along the slopes usually impacts
the economy
significantly less than structural works do.</p>
      <p id="d1e5203">The cost of interventions has not been considered in the present study as
the aim of the work was to compare the small catchments and realize a
priority scale of attention to address planning on a risk basis but could be
included in the methodology and perhaps developed in a subsequent phase. Its
role would be at the same level of environmental and elements of risk
factors and a weight could be assigned to find a balance among the three.
Such evaluation could be carried out after a preliminary assessment of the
interventions in all the comparing catchments; the application of the method
in such a case could more precisely address the investment of economic
resources.</p>
</sec>

      
      </body>
    <back><notes notes-type="dataavailability">

      <p id="d1e5210">The used
datasets are publicly available at the following links:
<uri>https://geoportal.regione.liguria.it</uri> (last access: 27 December 2018),
<uri>http://sici.irpi.cnr.it/avi.htm</uri> (last access: 27 December 2018).</p>
  </notes><notes notes-type="authorcontribution">

      <p id="d1e5222">Each author has made substantial contributions to the work. GP contributed to
the conception of the work, to the applied methodology, to acquisition, to
formal analysis, to data elaboration and to writing the original draft of the
paper; GP, FL, LT and FF contributed to the field survey; FL, LT and FF
contributed to the validation of the work; FL contributed to the supervision
of the work; FL and LT contributed to the resources, project administration
and funding acquisition. Each author has approved the submitted version and
agrees to be personally accountable for the author's own contributions and
for ensuring that questions related to the accuracy or integrity of any part
of the work, even ones in which the author was not personally involved, are
appropriately investigated, resolved and documented in the literature.</p>
  </notes><notes notes-type="competinginterests">

      <p id="d1e5228">The authors declare that they have no conflict of
interest.<?xmltex \hack{\newline}?><?xmltex \hack{\newline}?> Edited by: Sven Fuchs<?xmltex \hack{\newline}?>
Reviewed by: two anonymous referees</p>
  </notes><ref-list>
    <title>References</title>

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2018a.</mixed-citation></ref>
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<abstract-html><p>Landslides and floods, particularly flash floods, occurred recently in many
Mediterranean catchments as a consequence of heavy rainfall events, causing
damage and sometimes casualties. The high hazard is often associated with
high vulnerability deriving from intense urbanization, in particular along
the coastline where streams are habitually culverted. The necessary risk
mitigation strategies should be applied at the catchment scale with a holistic
approach, avoiding spot interventions.</p><p>In the present work, a high-risk area, hit in the past by several floods and
concurrent superficial landslides due to extremely localized and intense
rain events, has been studied. A total of 21 small catchments have been identified:
only some of them have been hit by extremely damaging past events, but all
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lower coastal zone. The question is what would happen if an intense rain
event should strike one of the not previously hit catchments; some situations
could be worse or not, so attention has been focused on the comparison
among catchments. The aim of the research has been identifying a priority
scale among catchments, pointing out the more critical ones and giving a
quantitative comparison tool for decision makers to support strong
scheduling of long-time planning interventions at the catchment scale. The past
events' effects and the geomorphic process analysis together with the field
survey allowed us to select three sets of parameters: one describing the
morphometric–morphological features related to flood and landslide hazard,
another describing the degree of urbanization and of anthropogenic
modifications at the catchment scale and the last related to the elements that
are exposed to risk. The realized geodatabase allowed us to apply the spatial
multicriteria analysis technique (S-MCA) to the descriptive parameters and
to obtain a priority scale among the analyzed catchments. The scale can be
used to plan risk mitigation interventions starting from the more critical
catchments, then focusing economic resources primarily on them and obtaining
an effective prevention strategy. The methodology could be useful even to
check how the priority scale is modified during the progress of the
mitigation work realization.</p><p>In addition, this approach could be applied in a similar context, even among
sub-catchments, after identifying a suitable set of descriptive parameters
depending on the active geomorphological processes and the kind of
anthropogenic modification. The prioritization would allow to invest
economic resources in risk mitigation interventions priory in the more
critical catchments.</p></abstract-html>
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