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  <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-21-2633-2021</article-id><title-group><article-title>Venice flooding and sea level: past evolution, present issues, <?xmltex \hack{\break}?> and future projections (introduction to the special issue)</article-title><alt-title>Venice flooding and sea level – past, present, and future</alt-title>
      </title-group><?xmltex \runningtitle{Venice flooding and sea level -- past, present, and future}?><?xmltex \runningauthor{P. Lionello et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Lionello</surname><given-names>Piero</given-names></name>
          <email>piero.lionello@unisalento.it</email>
        <ext-link>https://orcid.org/0000-0002-0779-5681</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Nicholls</surname><given-names>Robert J.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3 aff4">
          <name><surname>Umgiesser</surname><given-names>Georg</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-9697-275X</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff5">
          <name><surname>Zanchettin</surname><given-names>Davide</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-5929-6983</ext-link></contrib>
        <aff id="aff1"><label>1</label><institution>Department of Biological and Environmental Sciences and Technologies, Università del Salento,<?xmltex \hack{\break}?>Centro Ecotekne Pal. M – S.P. 6, Lecce Monteroni, Italy</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Tyndall Centre for Climate Change Research, University of East Anglia, Norwich NR4 7TJ, United Kingdom</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>ISMAR (Marine Sciences Institute) – CNR (National Research Council of Italy), Castello 2737/F, 30122 Venice, Italy</institution>
        </aff>
        <aff id="aff4"><label>4</label><institution>Marine Research Institute, Klaipėda University, H. Manto 84, 92294 Klaipėda, Lithuania</institution>
        </aff>
        <aff id="aff5"><label>5</label><institution>Department of Environmental Sciences, Informatics,  and Statistics, University Ca' Foscari of Venice, <?xmltex \hack{\break}?>Via Torino 155, 30172
Mestre, Venice, Italy</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Piero Lionello (piero.lionello@unisalento.it)</corresp></author-notes><pub-date><day>1</day><month>September</month><year>2021</year></pub-date>
      
      <volume>21</volume>
      <issue>8</issue>
      <fpage>2633</fpage><lpage>2641</lpage>
      <history>
        <date date-type="received"><day>29</day><month>October</month><year>2020</year></date>
           <date date-type="rev-request"><day>2</day><month>December</month><year>2020</year></date>
           <date date-type="accepted"><day>18</day><month>May</month><year>2021</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2021 Piero Lionello et al.</copyright-statement>
        <copyright-year>2021</copyright-year>
      <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/21/2633/2021/nhess-21-2633-2021.html">This article is available from https://nhess.copernicus.org/articles/21/2633/2021/nhess-21-2633-2021.html</self-uri><self-uri xlink:href="https://nhess.copernicus.org/articles/21/2633/2021/nhess-21-2633-2021.pdf">The full text article is available as a PDF file from https://nhess.copernicus.org/articles/21/2633/2021/nhess-21-2633-2021.pdf</self-uri>
      <abstract><title>Abstract</title>
    <p id="d1e139">Venice is an iconic place and a paradigm of huge historical and cultural values  at risk. The frequency of the flooding of the city centre has dramatically increased in recent decades, and this threat is expected to continue to grow – and even accelerate – through this century. This special issue is a collection of three review articles addressing different and complementary aspects of the hazards causing the floods of Venice, namely (1) the relative sea level rise, (2) the occurrence of extreme water heights, and (3) the prediction of extreme water heights and floods. It emerges that the effect of compound events poses critical challenges to the forecast of floods, particularly from the perspective of effectively operating the new mobile barriers (Modulo Sperimentale Elettromeccanico – MoSE) in Venice and that the relative sea level rise is the key factor determining the future growth of the flood hazard, so that the present defence strategy is likely to become inadequate within this century under a high-emission scenario. Two strands of research are needed in the future. First, there is a need to better understand and reduce the uncertainty of the future evolution of the relative sea level and its extremes at Venice. However, this uncertainty might not be substantially reduced in the near future, reflecting the uncertain anthropogenic emissions and structural model features. Hence, complementary adaptive planning strategies appropriate for conditions of uncertainty should be explored and developed in the future.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Motivation</title>
      <p id="d1e151">The great historic, ecologic, and economic interest of the city of Venice
and its lagoon and the threats to which they are exposed are known around
the world. In 1987, Venice and its lagoon were recognised as a UNESCO World
Heritage Site based on the six criteria of outstanding cultural, environmental, and landscape universal value encompassing the historical and artistic relevance of the city and the exemplarity of the ecosystem (<uri>https://whc.unesco.org/en/list/394/</uri>, last access: 1 August 2021). In UNESCO's words, Venice symbolises “the people's victorious struggle against the elements as they managed to master a hostile nature” and its semi-lacustrine habitat “has become vulnerable as a result of irreversible natural and climate changes”.</p>
      <p id="d1e157">The history and the very essence of Venice are tightly intertwined with the
sea and the lagoon, which have represented a source of resources and wealth
and a natural defence system against enemies. However, the threat of floods
has always been present (Enzi and Camuffo, 1995). This hazard has been
exacerbated by the increased rate of relative sea level (RSL) rise after the
1930s (Zanchettin et al., 2021a; Lionello et al., 2021; hereafter, Z2021 and
L2021, respectively), posing serious and growing threats to the city of
Venice and its lagoon. In fact, the recurrent floods that afflict Venice,
referred to as “aqua alta” in the local dialect, are the best known and most debated symptom of the frailty<?pagebreak page2634?> of the Venetian lagoon system. The Venetian RSL has risen at an average rate of 2.5 mm per year in the past 150 years due to mean sea level rise and the sinking of the ground by natural and anthropogenic subsidence, which accelerated the RSL rise rate up to 5 mm per year in the period 1950–1970 (Z2021), leading to an increased frequency of floods (L2021). The lowest part of the central St Mark's Square is approximately 55 cm above the present mean sea level; nowadays, a positive water height anomaly (see Sect. 3) that is only a few centimetres above astronomical high tide (whose amplitude is about 50 cm) can flood it.</p>
      <p id="d1e160">The dramatic surge of 4 November 1966 showed, unequivocally, the need for
counteracting an increasing hazard level. The event reached the highest ever
recorded water height (194 cm) and persisted over 110 cm for 22 h (see
L2021; De Zolt et al., 2006; Cavaleri et al., 2010). Figure 1 shows the
flooding of the central monumental area at a time close to the peak of the 6
November 1966 event. In 1973, the Italian government established a legal
framework, the Special Law for Venice, establishing objectives,
responsibilities, regulations, actions, and funding to safeguard
Venice and its lagoon. The solution finally approved by the Italian
government is a system of large mobile barriers (Modulo Sperimentale Elettromeccanico – MoSE) at the three lagoon inlets. Barriers will be raised only during severe events, closing the lagoon inlets and preventing the water
height from exceeding the safeguard level within the lagoon, while, under normal conditions, they lie at the bottom of the lagoon inlets, allowing water exchange and ship traffic between the lagoon and the Adriatic Sea. After a long planning phase, construction started in 2003, and it is foreseen that the barriers will be fully operational at the end of 2021. The recent event on 12 November 2019 (Cavaleri et al., 2020; Ferrarin et al., 2021), which has been the second highest water height (189 cm) ever measured in Venice by a tide gauge, has dramatically reconfirmed the need for an adequate defence system. November 2019 was the worst month since the beginning of the local tide gauge records for excessive high waters, with 15 events exceeding 110 cm and four events above 140 cm. MoSE has already been operated for a few exceptional events, such as on 3 October 2020, when, for the first time, the lagoon was cut off, under real hazard conditions, from the Adriatic Sea. While the peak water height during the event was 130 cm in the Adriatic, it was kept at 70 cm in the lagoon and at St Mark's Square and flooding was
avoided. Figure 2 shows an aerial view of the barriers blocking the lagoon
inlets and the time series of the water height outside (Piattaforma CNR)
and inside the lagoon (Punta della Salute – Canal Grande represents the tide
gauge commonly used as reference for the sea level in the city centre).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1"><?xmltex \currentcnt{1}?><?xmltex \def\figurename{Figure}?><label>Figure 1</label><caption><p id="d1e166">The present condition of St Mark's Square during the partial flooding of its lowest areas (estimated water height – 80 cm) and a historical picture close to the time of highest level of the 4 November 1966 flood. The historical photograph is courtesy of Gianfranco Tagliapietra.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/21/2633/2021/nhess-21-2633-2021-f01.jpg"/>

      </fig>

      <p id="d1e175">A large volume of scientific literature considers the factors leading to the flooding of Venice, predicting the timing and intensity of the events, and describing changes in their frequency and intensity under future global warming scenarios. This special issue aims to critically review the current
understanding of the Venice flooding phenomenon. It considers the
meteorological and climatic factors producing aqua alta, its prediction, and its historical and expected future variations under a globally changing
climate. The synthesis is oriented toward clarifying consolidated knowledge,
highlighting gaps in knowledge, and identifying major opportunities for
progress.</p>
      <p id="d1e178">This special issue comprises three review articles addressing three
different and complementary aspects of the hazards causing the flooding of
Venice. Z2021 consider the Venetian RSL evolution on multiple timescales
and the factors<?pagebreak page2635?> determining it. Umgiesser et al. (2021; hereafter U2021)
describe the tools that have been developed and are currently being used for the prediction of the floods and give recommendations for further improvements. L2021 describe the factors leading to extreme water height events, their past evolution, and expected future trends under a climate change perspective. The outcomes of these papers provide a thorough critical review of the scientific literature. It is, hence, a basis for the assessment of present and future risks and helps to define the requirements of the
adaptation strategies that are appropriate for Venice over the 21st century.</p>
      <p id="d1e181">This editorial provides an introduction to these three reviews. It briefly
provides general background information by describing the geographical and
historical setting (Sect. 2) and the phenomenology of surges and
high water levels (Sect. 3). Section 4 describes the overall key findings
produced by the three reviews. Implications for future flooding and its
management are addressed in Sect. 5 as the concluding remarks.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Geographical and historical setting</title>
      <p id="d1e192">The Venetian Lagoon covers about 550 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> along about 50 km of low-lying coast within the easternmost boundary of the Po Plain and is connected to the northern Adriatic Sea through three tidal inlets, namely Lido, Malamocco, and Chioggia (Fig. 3). The historical city is located in the centre of the lagoon and is built at a low elevation on a base made of wooden piles reaching an underground hard layer and supporting the buildings.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2" specific-use="star"><?xmltex \currentcnt{2}?><?xmltex \def\figurename{Figure}?><label>Figure 2</label><caption><p id="d1e206">Pre-operational closures of the MoSE in October 2020. <bold>(a)</bold>
Pseudo true colour pan-sharpened Landsat 8 Operational Land Imager (OLI) imagery, acquired on 9 October 2020, showing the Venetian Lagoon inlets during a test closure of the MoSE. The Landsat 8 image is available from the U.S. Geological Survey and was processed by CNR–ISMAR. <bold>(b)</bold> The water height anomalies measured on 3 October 2020 by tide gauges located within the Venetian Lagoon (Burano, Chioggia, and Punta della Salute – Canal Grande) and in the open Adriatic Sea (Diga Sud Lido and Piattaforma CNR), showing the effect of the MoSE closure on the water height level inside the lagoon. Panel <bold>(c)</bold> is the same as <bold>(b)</bold> but for the MoSE closure on 15 October 2020.</p></caption>
        <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/21/2633/2021/nhess-21-2633-2021-f02.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3" specific-use="star"><?xmltex \currentcnt{3}?><?xmltex \def\figurename{Figure}?><label>Figure 3</label><caption><p id="d1e229">The lagoon of Venice in the global context. <bold>(a)</bold> The Mediterranean Sea is connected with the North Atlantic Ocean through the Strait of Gibraltar. <bold>(b)</bold> The Venetian Lagoon is located along the northern coast of the Adriatic Sea, a subbasin of the eastern Mediterranean Sea. <bold>(c)</bold> The historic centre of Venice (indicated) is located in the middle of the Venetian Lagoon.</p></caption>
        <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/21/2633/2021/nhess-21-2633-2021-f03.png"/>

      </fig>

      <p id="d1e248">The Venetian Lagoon is governed by a fragile equilibrium, which has been
artificially preserved over the centuries by contrasting the natural
evolution of this transitional area that is driven by coastal dynamics via
geomorphological (e.g. erosion and sedimentation), chemical (e.g.
salinification), biological, and ecological (e.g. loss of wetlands and other
ecotopes) changes. Since the 15th century, Venetians have engaged in an
enduring struggle against sedimentation in the lagoon, mainly by diverting
away the major Adige, Bacchiglione, Brenta, Sile, and Piave rivers and their sediment supply, hence
altering the morphology of the alluvial plain and the coastal margins.
Bondesan and Furlanetto (2012) provide a recent assessment, based on
historical cartography analysis, of the artificial fluvial diversions
performed during the 16th and 17th centuries. More recent works in
the 19th and 20th centuries include deepening of existing channels
within the lagoon, the excavation of the “Canale dei Petroli” (Oil Channel)
and the construction of breakwaters at the lagoon's mouths to allow modern ships
to reach the ports of Giudecca and Marittima in the historic city and, more
recently, Porto Marghera.</p>
      <p id="d1e251">The tidal regime is a mixed semidiurnal cycle with a tidal range of more
than 1 m at spring tide and only three components above 10 cm, with the
semidiurnal M2 and S2, and the diurnal K1 providing the largest contributions (23, 14, and 16 cm, respectively) both outside the lagoon inlets and in the city centre (Polli, 1952; Ferrarin et al., 2015)</p>
      <p id="d1e254">Hydrodynamics linked to tidal exchange are critical for the great ecological
variety and biodiversity of the Venetian Lagoon, with habitats ranging from
tidal flats, marshlands, channels and canals, inlets, and tidal deltas with
strong hydrodynamics and tidal renewals.</p>
      <p id="d1e257">Changes in RSL may critically compromise the ecosystem functionality by
inducing morphodynamic changes that alter the ecological vocation of such
areas (Zanchettin et al., 2007). Former studies show that the increase in extreme floods since the mid-20th century is explained by the RSL rise (Lionello et al., 2012; L2021). Furthermore, future sea level rise (Z2021) might dramatically increase both the frequency of high sea level events and
resulting floods, as well as increasing the duration and extent of flooding
(L2021). This reinforces the need to understand the historical context of
sea level change in Venice and consider its prognosis.</p>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Characteristics of surges and high water levels</title>
      <p id="d1e268">The floods of Venice are associated with the positive anomalies of the water
height, defined as being the difference between the instantaneous sea level and the bottom level. The term “water height” is introduced because
considering only sea level does not account for the fundamental role that
the local vertical land motion (subsidence) has and will continue to have in
the increased frequency of floods. The contributions leading to large water
height anomalies are meteorological surges, seiches, tides, seasonal-to-decadal sea level variability, and long-term RSL changes. The
meteorological surges result from three different contributions
characterised by different timescales, i.e. surges produced by planetary
atmospheric waves (PAWs; PAW surges), with durations from 10 to 100 d,
storm surges produced by midlatitude cyclones with timescales of a few
days, meteotsunamis, and surges produced by mesoscale systems (with a short
duration of a few hours). The characteristics of the different contributions
and the criteria for their distinction are explained in Sect. 2.1 and 2.2
of L2021. Note that this terminology differs from Gregory et al. (2019) in
that the term water height is introduced, and the surge is distinguished
by three components, thus reserving the term “storm surge” for the component
produced by the passage of a cyclone.</p>
      <p id="d1e271">Meteorological surges in Venice are caused by a combination of various
physical processes mainly triggered by the water level in the neighbouring
Adriatic Sea. The main component of extreme events is the storm surge
produced mostly by the southeasterly wind (sirocco), pushing the water
against the northwestern end of the Adriatic Sea (wind set-up), and the low
atmospheric pressure that increases the mean sea level by 1 cm/mbar of pressure decrease (inverse barometer effect). The surge produced
by atmospheric<?pagebreak page2636?> planetary waves and mesoscale atmospheric systems can also
provide a significant contribution. Together with these meteorological processes, the contribution of the regular tides has to be considered, which can add about 50 cm during a spring tide (Ferrarin et al., 2015). Another flood process is seiches, i.e. free oscillations in the Adriatic Sea triggered by the wind set-up. The main seiches, which have a period of around 23 h, very close to that of the diurnal tides, overlie the meteorological and tidal processes and may cause flooding – even if the main meteorological conditions have calmed down (Bajo et al., 2019). These processes and their superposition leading to compound events are described in L2021.</p>
      <p id="d1e274">The positive water level anomaly in the Adriatic Sea enters the lagoon
nearly undisturbed through the deep inlets (8–13 m) and then reaches
and floods the city centre of Venice (Umgiesser et al., 2004; U2021). While
there might be some local water height differences due to the wave set-up outside the inlets and wind stress inside the lagoon, the water height in the city of Venice closely follows the level outside the lagoon. Wave run-up and
infra-gravity waves are not relevant for the water height in the city
centre, although they may have<?pagebreak page2637?> an effect at the sea side of the barrier
islands separating the lagoon from the sea (see L2021).</p>
</sec>
<sec id="Ch1.S4">
  <label>4</label><title>Key insights from the papers</title>
      <p id="d1e285">The important potential role of compound events (resulting from the
superposition of the different contributions introduced in Sect. 3) for
causing extreme sea levels emerges clearly from L2021. Many past studies
concentrated on the storm surge contribution, which was the determinant
contribution for the 4 November 1966 and the 19 October 2018 events, and on
the need for a precise prediction of its timing in relation to the phase of
the astronomical tide and pre-existing seiches. However, the presence of
other factors can determine extreme sea level events when they act
constructively, namely planetary atmospheric wave surges and meteotsunamis,
even if their individual magnitude is not exceptionally large (L2021), as was apparent during the recent 12 November 2019 event (Ferrarin et al., 2021).
This poses a great challenge to the prediction of extreme sea levels (U2021)
and the management of MoSE. Furthermore, historic floods show large interdecadal and interannual fluctuations, whose dynamics are not sufficiently understood (L2021), preventing reliable seasonal predictions.</p>
      <p id="d1e288">The water height forecast (U2021) has paramount importance because it is
needed by civil protection for flood warnings and by the consortium that
operates the mobile barriers (MoSE), which are currently in a
pre-operational phase at the inlets. Considering the operativity of MoSE, a
reliable forecast should be able to satisfy the requirements of the
different stakeholders, especially in terms of the forecast range and error
statistics (Umgiesser, 2000). The present plan is to operate the barriers
and to close the lagoon on the basis of the forecast water level, wind and
rain only a few hours before the event. The port authority is particularly
sensitive to unnecessary closures, which produce unmotivated economic losses
by limiting the port operations, and want to anticipate (in the range from 1 to 2 d) the decision to close in order to the facilitate proper management of the ingoing and outgoing ship traffic. Residents, shopkeepers, and most
commercial activities in Venice would support a more conservative approach
that minimises the risk of flood damages to goods and property. Therefore,
the port authority is interested in avoiding false alarms, while other
stakeholders are worried<?pagebreak page2638?> about missing closures. Tourist activities would, in
general, be concerned by cancellations of reservations and visits that may be
caused by an excessive water level forecast.</p>
      <p id="d1e291">An operational forecasting system has been in place for the last 40 years,
but further developments are needed to match the requests of stakeholders
and the requirements for operating MoSE. A lack of accuracy in the forecast of
the compound event that led to the exceptional water height maximum on 12
November 2019 produced a severe underestimate (up to 45 cm) of the maximum
event height by all available forecast systems (Ferrarin et al., 2021). The
need to improve the operational forecasting system has been further
demonstrated by the flooding of the city on 8 December 2020, when the MoSE
was not operated despite being available because the forecast
underestimated the height of the water level. Therefore, further
developments are needed, particularly the use of ensemble methods,
assimilation of real-time data, and the exploitation of multimodel
approaches (U2021). Implementing these features in the forecasting systems
can (and should) be done to guarantee an improved and adequate water level
forecast in the near future.</p>
      <p id="d1e294">RSL rise is the factor that has produced the past increase in the Venice
flood frequency. Z2021 show that the 2.5 mm per year RSL trend in Venice has
been caused in approximately equal parts by land subsidence and mean sea
level (MSL) rise. L2021 show that the increased frequency of floods is
attributed to such a RSL rise, with no robust evidence of the intensification of the meteorological conditions associated with extreme water heights. Figure 4 summarises these results by showing the RSL rise in Venice and the
corresponding increase in the frequency of water height maxima above 120 cm,
which has increased from less than two events per decade (average frequency
during the first half of the 20th century) to 40 events in the last decade
(2010–2019). Considering a lower (110 cm) water height threshold, the number of events has increased from 4.2 events per decade to 95 events per decade (L2021).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4"><?xmltex \currentcnt{4}?><?xmltex \def\figurename{Figure}?><label>Figure 4</label><caption><p id="d1e300">Comparison between the historical evolution of average sea level and
flooding events in Venice and the link with larger-scale changes in sea
level. The Venetian sea level is reported as the annual average relative sea level and is obtained from measurements by the Punta della Salute tide gauge (black line) and as the annual average mean sea level obtained by removing the local subsidence estimate from the tide gauge data (blue line; Z2021). The red line illustrates the evolution of the basin-averaged sea level for the subpolar North Atlantic, as estimated by Frederikse et al. (2020). Blue bars show the number of floods exceeding the threshold of 120 cm within each decade.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/21/2633/2021/nhess-21-2633-2021-f04.png"/>

      </fig>

      <p id="d1e309">Uncertainty in future greenhouse gas emissions (largely depending on
governmental and societal decisions) and structural modelling uncertainties
(particularly in relation to the melting of the large Greenland and
Antarctic ice sheets) lead to a wide range of possible future sea level rise scenarios (Z2021). Figure 4 shows that the past MSL in
Venice closely follows the MSL evolution of the subpolar North Atlantic. The differences between these two time series consist of the interannual and
interdecadal sea level fluctuations in the North Adriatic, with no
sustained different trends. This study and other studies indicate that future
subregional deviations play a minor role in long-term planning and add an
uncertainty estimated to be of the order of <inline-formula><mml:math id="M2" display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:math></inline-formula> cm to the RSL at the end of the 20th century (Z2021). Figure 5 shows a RSL rise range from about 30 to 110 cm at the end of the 21st century (with a wider 10 to 120 cm range, accounting for the uncertainty associated with subregional deviations). This could grow to above 180 cm if an unlikely, but plausible, high-end scenario is realised. These values are obtained by considering the  regional analysis of future RSL (Thiéblemont et al., 2019), integrated by
accounting for centennial natural vertical land movement occurring at the
past rate, and adding a further 10 cm of uncertainty caused by subregional
deviations from the subpolar North Atlantic sea level (Z2021).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5"><?xmltex \currentcnt{5}?><?xmltex \def\figurename{Figure}?><label>Figure 5</label><caption><p id="d1e324">Projected relative sea level change in Venice in the context of
historical observations. Observations are the annual mean tide gauge relative
sea level height anomalies with respect to the 2000–2007 average.
Projections are based on two reference scenarios of anthropogenic greenhouse
gas emissions, namely Representative Concentration Pathway 2.6 (RCP2.6; low emission scenario) and RCIP8.5 (strong emission scenario), and a high-end scenario illustrating a plausible evolution obtained by combining the highest estimates of all individual contributions to relative sea level rise (shading – 5–95 percentile range; line – median). The horizontal blue lines show the relative mean sea level thresholds for annual persistence of the relative sea level above the present safeguard level (persistence durations of 2–3 weeks; 2, 6, and 11.5 months have been considered). These time intervals approximately correspond to the annual duration of the expected closures of MoSE.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/21/2633/2021/nhess-21-2633-2021-f05.png"/>

      </fig>

      <p id="d1e333">Future RSL rise will be the key factor determining the future duration of
extreme water heights above the safeguard thresholds, which correspond to
the duration of the closures of the inlets by the MoSE mobile barriers.
Figure 5 reports the RSL thresholds for the closures, based on the consensus
between Lionello (2012) and Umgiesser (2020), and it shows that the period of
closure will grow at a rate controlled by the RSL rise. Closing the inlets
for 3 weeks per year is unlikely before the 2040s but virtually
certain before the end of this century, even under a low-emission scenario
(RCP2.6). Closures of 2 months per year are unlikely before the late 2050s,
even under a high-end emission scenario (RCP8.5). However, they become
virtually certain by the late 2080s under a high-emission scenario and
about as likely as not before the end of this century for a low-emission
scenario. Note that a 6-month closure per year (which can be used as the
criterion for considering the present defence strategy to be inadequate and
requiring new, additional actions) is likely to occur before the end of
this century under a high-emission scenario.</p>
      <?pagebreak page2639?><p id="d1e336"><?xmltex \hack{\newpage}?>RSL rise will also be the key factor responsible for the future increase in
extreme sea level frequency and height, while the reduction in the intensity of meteorological events and the changes in tidal regimes will play a secondary role (L2021). In the case of a high-emission scenario the magnitude of one sea level event in 100 years at the northern Adriatic coast is projected to increase by up to 65 % in 2050 and 160 % in 2100 with respect to the present value, thereafter continuing to increase through the 22nd century and beyond (L2021).</p>
</sec>
<sec id="Ch1.S5" sec-type="conclusions">
  <label>5</label><title>Implications for future flooding and its management</title>
      <p id="d1e349">The insights from the three review articles have important implications for
our understanding of the future occurrence of floods in Venice and their
management. They demonstrate that RSL rise has been and will continue to be
the main driver of increasing extreme water heights and increasing flood
potential. Projected future RSL rise is the product of local changes due to
subsidence and regional and global trends linked to human-induced climate
change. Natural background subsidence (up to around 1 mm per year) due to
enduring long-term geological trends apparent over many centuries and longer
is inevitable in Venice (Z2021). Importantly, however, most subsidence in
the last 100 years was due to human actions (largely groundwater
withdrawal). Since the 1970s, regulation and the provision of alternative
sources of water for industrial, agricultural, and civil use have avoided
such subsidence. It is important that these successful regulations to
control human-induced subsidence continue to be enforced in the future.
Efforts could even be strengthened further, as some localised subsidence can
still be measured linked to construction works and related activities (Tosi
et al., 2018). Costs, benefits, and the practicality of the required measures
might be considered in the context of building regulations and permits.
Therefore, future human-induced contributions to local subsidence can be
controlled based on historic experience and awareness.</p>
      <p id="d1e352">In contrast, most ongoing and projected future climate-induced sea level
rise is a result of global actions concerning greenhouse gas emissions and the resulting temperature rise. It is, therefore, of paramount importance to
identify and support collective global actions to reduce such emissions,
especially with respect to the Paris Agreement. It is also important for Venice, as in other coastal jurisdictions around the world, to stay aware of future expectations about sea level rise and to plan accordingly. The regular assessments of the Intergovernmental Panel on Climate Change (IPCC) are especially important in this regard, with the Sixth Assessment to be published in 2021. Currently, it is not clear whether the world is heading towards emissions more comparable to RCP4.5 or RCP6.0 (Hausfather and Peters, 2020) rather than to RCP8.5 (Schwalm et al., 2020). With further reductions, having emissions close to RCP2.6 (following the Paris Agreement) is a plausible, albeit challenging, target to achieve. However, the recent IPCC Special Report on the Ocean and Cryosphere in a Changing Climate (Oppenheimer et al., 2019) has emphasised the fundamental point that stabilising temperature does not stabilise sea level but, rather, the rate of sea level rise.</p>
      <p id="d1e355">Hence, some RSL rise is inevitable for Venice, and extreme water heights and
flood potential will grow; uncertainty concerns only the rate of this
increase. Significant aspects of this uncertainty relate to future
emissions, the response of the Greenland and Antarctic ice sheets to global
temperature rise, and future subsidence of the Venetian Lagoon. It is important to remember that Venice has adapted to RSL rise through its more than 1000-year history. Hence, the adaptation actions since the 1966 floods,
comprising both local adaptation (by raising parts of the historical
centre) and large-scale adaptation for the whole lagoon (the construction
of the MoSE barriers) continue this tradition. With the MoSE barriers being
fully commissioned in 2021, the risks of flooding in Venice will be greatly
reduced. However, as the RSL is still rising and is projected to rise beyond the
21st century, even with the Paris Agreement being fully implemented,
ultimately even this new, world-class adaptation system will be challenged.
The critical question is when a new adaptation<?pagebreak page2640?> strategy will be required, while being aware that, considering the uncertainty of future RSL scenarios, it might happen, in the worst case, within a few decades or maybe much later,
during the 22nd century. This suggests that experience from the long-term planning for sea level rise under uncertainty that is being carried out in
locations such as London (Ranger et al., 2013) and is drawing on adaptation
pathways more widely (Haasnoot et al., 2019) should also be considered in
the Venetian context.</p>
      <p id="d1e358">Finally, the recognition of the possible role of compound flood events due to
superimposed extreme water heights drivers shows the potential for improved
flood forecasts in Venice, which, in turn, will allow for better control of
the MoSE barriers. Thus, the improved understanding and forecasting of
short-term events will contribute to better long-term adaptation in Venice.
With such improved forecasts and greater confidence in those forecasts, this
has the potential to extend the operational range of the MoSE barriers and
its life as an adaptation tool for Venice. This needs to be more fully
explored.</p>
</sec>

      
      </body>
    <back><notes notes-type="dataavailability"><title>Data availability</title>

      <p id="d1e365">The subpolar North Atlantic sea level data, as estimated by Frederikse et al. (2020a) and used in Fig. 4, are available at <ext-link xlink:href="https://doi.org/10.5281/zenodo.3862995" ext-link-type="DOI">10.5281/zenodo.3862995</ext-link> (Frederikse et al., 2020b). The data on the frequency of floods (shown in Fig. 4) are available at <uri>https://www.comune.venezia.it/it/content/distribuzione-decennale-delle-alte-maree-110-cm</uri> (CPSM, 2021). Observed tide gauge data (Punta della Salute) are available from the ISPRA website at <uri>https://www.venezia.isprambiente.it/index.php?folder_id=20&amp;stazione_id=129&amp;tipo_dati_id=1&amp;view=year</uri> (ISPRA, 2021). Historical tide gauge data for Venice (used in Fig. 4) and sea-level projections for Venice for RCP2.6, RCP8.5, and a high-end scenario (used in Fig. 5) are available at <ext-link xlink:href="https://doi.org/10.5281/zenodo.5139890" ext-link-type="DOI">10.5281/zenodo.5139890</ext-link> (Zanchettin, 2021b).</p>
  </notes><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d1e383">PL coordinated the writing of the article. PL, GU and DZ contributed the material from the articles L2021, U2021, and Z2021, respectively. RJN led the discussion in Sect. 5. DZ produced Figs. 3, 4, and 5.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e389">The authors declare that they have no conflict of interest.</p>
  </notes><notes notes-type="disclaimer"><title>Disclaimer</title>

      <p id="d1e395">Publisher’s note: Copernicus Publications remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.</p>
  </notes><notes notes-type="sistatement"><title>Special issue statement</title>

      <p id="d1e401">This article is part of the special issue “Venice flooding: understanding, prediction capabilities, and future projections”. It is not associated with a conference.</p>
  </notes><ack><title>Acknowledgements</title><p id="d1e407">The authors thank Federica Braga of ISMAR–CNR for providing the image used
in Fig. 2a. The scientific activity by Georg Umgiesser and Davide Zanchettin, performed in the Research Programme Venezia 2021, with the contribution of the Superintendency for the Public Works of Veneto, Trentino Alto Adige, and Friuli Venezia Giulia, provided through the concessionary of the state of Consorzio Venezia Nuova and coordinated by Consorzio per il Coordinamento delle Richerche inerrenti al Sistema Lagunare di Venezia (CORILA), is acknowledged.</p><p id="d1e409">The authors thank Gianfranco Tagliapietra for the historical photo of the
flooding of St Mark's Square on 4 November 1966.</p></ack><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d1e414">This paper was edited by Uwe Ulbrich and reviewed by two anonymous referees.</p>
  </notes><ref-list>
    <title>References</title>

      <ref id="bib1.bib1"><label>1</label><?label 1?><mixed-citation>
Bajo, M., Međugorac, I., Umgiesser, G., and Orlić, M.: Storm surge
and seiche modelling in the Adriatic Sea and the impact of data
assimilation, Q. J. Roy. Meteor. Soc., 145, 2070–2084, 2019.</mixed-citation></ref>
      <ref id="bib1.bib2"><label>2</label><?label 1?><mixed-citation>
Bondesan, A. and Furlanetto, P.: Artificial fluvial diversions in the
mainland of the Lagoon of Venice during the 16th and 17th centuries inferred
by historical cartography analysis, Géomorph. Rel. Proc. Environ., 18,
175–200, 2012.</mixed-citation></ref>
      <ref id="bib1.bib3"><label>3</label><?label 1?><mixed-citation>
Cavaleri, L., Bertotti, L., Buizza, R., Buzzi, A., Masato, V., Umgiesser, G., and Zampieri, M.: Predictability of extreme meteo-oceanographic events in
the Adriatic Sea, Q. J. Roy. Meteor. Soc., 136, 400–413, 2010.</mixed-citation></ref>
      <ref id="bib1.bib4"><label>4</label><?label 1?><mixed-citation>
Cavaleri, L., Bajo, M., Barbariol, F., Bastianini, M., Benetazzo, A.,
Bertotti, L., Chiggiato, J., Ferrarin, C., Trincardi, F., and Umgiesser, G.:
The 2019 Flooding of Venice and its implications for future predictions,
Oceanography, 33, 42–49, 2020.</mixed-citation></ref>
      <ref id="bib1.bib5"><label>5</label><?label 1?><mixed-citation>CPSM: Distribuzione decennale delle alte maree, available at: <uri>https://www.comune.venezia.it/it/content/distribuzione-decennale-delle-alte-maree-110-cm</uri>, last access: 1 August 2021.</mixed-citation></ref>
      <ref id="bib1.bib6"><label>6</label><?label 1?><mixed-citation>De Zolt, S., Lionello, P., Nuhu, A., and Tomasin, A.: The disastrous storm of 4 November 1966 on Italy, Nat. Hazards Earth Syst. Sci., 6, 861–879, <ext-link xlink:href="https://doi.org/10.5194/nhess-6-861-2006" ext-link-type="DOI">10.5194/nhess-6-861-2006</ext-link>, 2006.</mixed-citation></ref>
      <ref id="bib1.bib7"><label>7</label><?label 1?><mixed-citation>
Enzi, S. and Camuffo, D.: Documentary sources of the sea surges in Venice
from ad 787 to 1867, Nat. Hazards, 12, 225–287, 1995.</mixed-citation></ref>
      <ref id="bib1.bib8"><label>8</label><?label 1?><mixed-citation>
Ferrarin, C., Tomasin, A., Bajo, M., Petrizzo, A., and Umgiesser, G.: Tidal
changes in a heavily modified coastal wetland, Cont. Shelf Res., 101, 22–33,
2015.</mixed-citation></ref>
      <ref id="bib1.bib9"><label>9</label><?label 1?><mixed-citation>Ferrarin, C., Bajo, M., Benetazzo, A., Cavaleri, L., Chiggiato, J., Davison, S., Davolio, S., Lionello, P. Orlić, M., and Umgiesser, G.: Local and large-scale controls of the exceptional Venice ﬂoods of November 2019, Prog. Oceanogr., 197, 102628, <ext-link xlink:href="https://doi.org/10.1016/j.pocean.2021.102628" ext-link-type="DOI">10.1016/j.pocean.2021.102628</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bib10"><label>10</label><?label 1?><mixed-citation>
Frederikse, T., Landerer, F., Caron, L., Adhikari, S., Parkes, D., Humphrey,
V. W., Dangendorf, S., Hogarth, P., Zanna, L., Cheng, L., and Wu, Y.-H.: The
causes of sea-level rise since 1900, Nature, 584, 393–397, 2020a.</mixed-citation></ref>
      <ref id="bib1.bib11"><label>11</label><?label 1?><mixed-citation>Frederikse, T., Landerer, F., Caron, L., Adhikari, S., Parkes, D., Humphrey, V. W., Dangendorf, S., Hogarth, P., Zanna, L., Cheng, L., and Wu, Y.-H.: Data supplement for “Th<?pagebreak page2641?>e causes of sea-level rise since 1900”, Zenodo [data set], <ext-link xlink:href="https://doi.org/10.5281/zenodo.3862995" ext-link-type="DOI">10.5281/zenodo.3862995</ext-link>, 2020b.</mixed-citation></ref>
      <ref id="bib1.bib12"><label>12</label><?label 1?><mixed-citation>
Gregory, J. M., Griffies, S. M., Hughes, C. W., Lowe, J. A., Church, J. A.,
Fukimori, I., Gomez, N., Kopp, R.E., Landerer, F., Le Cozannet, G., Ponte,
R.M., Stammer, D., Tamisiea, M. E., and van de Wal, R. S.: Concepts and
terminology for sea level: Mean, variability and change, both local and
global. Surv. Geophys., 40, 1251–1289, 2019.</mixed-citation></ref>
      <ref id="bib1.bib13"><label>13</label><?label 1?><mixed-citation>Haasnoot, M. Brown, S., Scussolini, P., Jimenez, J. A., Vafeidis, A. T., and
Nicholls, R. J.: Generic adaptation pathways for coastal archetypes under
uncertain sea-level rise, Environm. Res. Comm., 1, 071006, <ext-link xlink:href="https://doi.org/10.1088/2515-7620/ab1871" ext-link-type="DOI">10.1088/2515-7620/ab1871</ext-link>, 2019.</mixed-citation></ref>
      <ref id="bib1.bib14"><label>14</label><?label 1?><mixed-citation>
Hausfather, Z. and Peters, G. P.: Emissions – the “business as usual” story
is misleading, Nature 577, 618–620, 2020.</mixed-citation></ref>
      <ref id="bib1.bib15"><label>15</label><?label 1?><mixed-citation>Istituto Superiore per la Protezione e la Ricerca Ambientale (ISPRA): Punta della Salute tide gauge data, available at: <uri>https://www.venezia.isprambiente.it/index.php?folder_id=20&amp;stazione_id=129&amp;tipo_dati_id=1&amp;view=year</uri>, last access: 1 August 2021.</mixed-citation></ref>
      <ref id="bib1.bib16"><label>16</label><?label 1?><mixed-citation>
Lionello, P.: The climate of the Venetian and North Adriatic region:
Variability, trends and future change, Phys. Chem. Earth., 40–41, 1–8, 2012</mixed-citation></ref>
      <ref id="bib1.bib17"><label>17</label><?label 1?><mixed-citation>
Lionello, P., Cavaleri, L., Nissen, K. M., Pino, C., Raicich, F., and
Ulbrich, U.: Severe marine storms in the Northern Adriatic: Characteristics
and trends, Phys. Chem. Earth., 40–41, 93–105, 2012.</mixed-citation></ref>
      <ref id="bib1.bib18"><label>18</label><?label 1?><mixed-citation>Lionello, P., Barriopedro, D., Ferrarin, C., Nicholls, R. J., Orlić, M., Raicich, F., Reale, M., Umgiesser, G., Vousdoukas, M., and Zanchettin, D.: Extreme floods of Venice: characteristics, dynamics, past and future evolution (review article), Nat. Hazards Earth Syst. Sci., 21, 2705–2731, <ext-link xlink:href="https://doi.org/10.5194/nhess-21-2705-2021" ext-link-type="DOI">10.5194/nhess-21-2705-2021</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bib19"><label>19</label><?label 1?><mixed-citation>Oppenheimer, M., Glavovic, B., Hinkel, J., Van de Wal, R., Magnan, A. K., Abd-Elgawad, A., Cai, R., Cifuentes-Jara, M., Deconto, R. M., and Ghosh, T.: Sea level rise and implications for low-lying islands, coasts and communities, IPCC Special Report on the Ocean and Cryosphere in a Changing Climate, edited by: Pörtner, H.-O., Roberts, D. C., Masson-Delmotte, V., Zhai, P., Tignor, M., Poloczanska, E., Mintenbeck, K., Alegría, A., Nicolai, M., Okem, A., Petzold, J., Rama, B., and Weyer, N. M., available at: <uri>https://www.ipcc.ch/site/assets/uploads/sites/3/2019/11/08_SROCC_Ch04_FINAL.pdf</uri> (last access: 1 August 2021), 2019.</mixed-citation></ref>
      <ref id="bib1.bib20"><label>20</label><?label 1?><mixed-citation>
Polli, S.: Propagazione della marea nella laguna di Venezia, Ann. Geophys., 5, 273–292, 1952.</mixed-citation></ref>
      <ref id="bib1.bib21"><label>21</label><?label 1?><mixed-citation>Ranger, N., Reeder, T., and Lowe, J.: Addressing “deep” uncertainty over
long-term climate in major infrastructure projects: four innovations of the
Thames Estuary 2100 Project, EURO J. Decis. Process., 1, 233–262, 2013.
 </mixed-citation></ref><?xmltex \hack{\newpage}?>
      <ref id="bib1.bib22"><label>22</label><?label 1?><mixed-citation>
Schwalm, C. R., Glendon, S., and Duffy, P. B.: Reply to Hausfather and
Peters: RCP8. 5 is neither problematic nor misleading, P. Natl. Acad. Sci. USA,
117, 27793–27794, 2020.</mixed-citation></ref>
      <ref id="bib1.bib23"><label>23</label><?label 1?><mixed-citation>Thiéblemont, R., Le Cozannet, G., Toimil, A., Meyssignac, B., and Losada,
I. J.: Likely and High-End Impacts of Regional Sea-Level Rise on the
Shoreline Change of European Sandy Coasts Under a High Greenhouse Gas
Emissions Scenario, Water, 11, 2607, <ext-link xlink:href="https://doi.org/10.3390/w11122607" ext-link-type="DOI">10.3390/w11122607</ext-link>, 2019.</mixed-citation></ref>
      <ref id="bib1.bib24"><label>24</label><?label 1?><mixed-citation>Tosi, L., Lio, C. D., Teatini, P., and Strozzi, T.: Land subsidence in
coastal environments: knowledge advance in the Venice Coastland by
TerraSAR-X PSI, Remote Sens., 10, 1191, <ext-link xlink:href="https://doi.org/10.3390/rs10081191" ext-link-type="DOI">10.3390/rs10081191</ext-link>, 2018.</mixed-citation></ref>
      <ref id="bib1.bib25"><label>25</label><?label 1?><mixed-citation>
Umgiesser, G., Melaku Canu, D., Cucco, A., and Solidoro, C.: A finite
element model for the Venice Lagoon. Development, set up, calibration and
validation, J. Marine Sys., 51, 123–145, 2004.</mixed-citation></ref>
      <ref id="bib1.bib26"><label>26</label><?label 1?><mixed-citation>Umgiesser, G.: The impact of operating the mobile barriers in Venice (MOSE)
under climate change, J. Nat. Conserv., 54, 125783, <ext-link xlink:href="https://doi.org/10.1016/j.jnc.2019.125783" ext-link-type="DOI">10.1016/j.jnc.2019.125783</ext-link>, 2020.</mixed-citation></ref>
      <ref id="bib1.bib27"><label>27</label><?label 1?><mixed-citation>Umgiesser, G., Bajo, M., Ferrarin, C., Cucco, A., Lionello, P., Zanchettin, D., Papa, A., Tosoni, A., Ferla, M., Coraci, E., Morucci, S., Crosato, F., Bonometto, A., Valentini, A., Orlić, M., Haigh, I. D., Nielsen, J. W., Bertin, X., Fortunato, A. B., Pérez Gómez, B., Alvarez Fanjul, E., Paradis, D., Jourdan, D., Pasquet, A., Mourre, B., Tintoré, J., and Nicholls, R. J.: The prediction of floods in Venice: methods, models and uncertainty (review article), Nat. Hazards Earth Syst. Sci., 21, 2679–2704,
<ext-link xlink:href="https://doi.org/10.5194/nhess-21-2679-2021" ext-link-type="DOI">10.5194/nhess-21-2679-2021</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bib28"><label>28</label><?label 1?><mixed-citation>
Zanchettin, D., Traverso, P., and Tomasino, M.: Observations on future sea
level changes in the Venice lagoon, in: Lagoons and Coastal Wetlands in the
Global Change Context: Impacts and Management Issues, edited by: Viaroli, P., Lasserre, P., and Campostrini, P., Hydrob., 577, 41–53, 2007.</mixed-citation></ref>
      <ref id="bib1.bib29"><label>29</label><?label 1?><mixed-citation>Zanchettin, D., Bruni, S., Raicich, F., Lionello, P., Adloff, F., Androsov, A., Antonioli, F., Artale, V., Carminati, E., Ferrarin, C., Fofonova, V., Nicholls, R. J., Rubinetti, S., Rubino, A., Sannino, G., Spada, G., Thiéblemont, R., Tsimplis, M., Umgiesser, G., Vignudelli, S., Wöppelmann, G., and Zerbini, S.: Sea-level rise in Venice: historic and future trends (review article), Nat. Hazards Earth Syst. Sci., 21, 2643–2678, <ext-link xlink:href="https://doi.org/10.5194/nhess-21-2643-2021" ext-link-type="DOI">10.5194/nhess-21-2643-2021</ext-link>, 2021a.</mixed-citation></ref>
      <ref id="bib1.bib30"><label>30</label><?label 1?><mixed-citation>Zanchettin, D., Bruni, S., Thieblemont, R., and Rubinetti, S.: Data from the article Zanchettin, D. et al.: Sea-level rise in Venice: historic and future trends (review article), Zenodo [data set], <ext-link xlink:href="https://doi.org/10.5281/zenodo.5139890" ext-link-type="DOI">10.5281/zenodo.5139890</ext-link>, 2021b.</mixed-citation></ref>

  </ref-list></back>
    <!--<article-title-html>Venice flooding and sea level: past evolution, present issues,  and future projections (introduction to the special issue)</article-title-html>
<abstract-html><p>Venice is an iconic place and a paradigm of huge historical and cultural values  at risk. The frequency of the flooding of the city centre has dramatically increased in recent decades, and this threat is expected to continue to grow – and even accelerate – through this century. This special issue is a collection of three review articles addressing different and complementary aspects of the hazards causing the floods of Venice, namely (1) the relative sea level rise, (2) the occurrence of extreme water heights, and (3) the prediction of extreme water heights and floods. It emerges that the effect of compound events poses critical challenges to the forecast of floods, particularly from the perspective of effectively operating the new mobile barriers (Modulo Sperimentale Elettromeccanico – MoSE) in Venice and that the relative sea level rise is the key factor determining the future growth of the flood hazard, so that the present defence strategy is likely to become inadequate within this century under a high-emission scenario. Two strands of research are needed in the future. First, there is a need to better understand and reduce the uncertainty of the future evolution of the relative sea level and its extremes at Venice. However, this uncertainty might not be substantially reduced in the near future, reflecting the uncertain anthropogenic emissions and structural model features. Hence, complementary adaptive planning strategies appropriate for conditions of uncertainty should be explored and developed in the future.</p></abstract-html>
<ref-html id="bib1.bib1"><label>1</label><mixed-citation>
Bajo, M., Međugorac, I., Umgiesser, G., and Orlić, M.: Storm surge
and seiche modelling in the Adriatic Sea and the impact of data
assimilation, Q. J. Roy. Meteor. Soc., 145, 2070–2084, 2019.
</mixed-citation></ref-html>
<ref-html id="bib1.bib2"><label>2</label><mixed-citation>
Bondesan, A. and Furlanetto, P.: Artificial fluvial diversions in the
mainland of the Lagoon of Venice during the 16th and 17th centuries inferred
by historical cartography analysis, Géomorph. Rel. Proc. Environ., 18,
175–200, 2012.
</mixed-citation></ref-html>
<ref-html id="bib1.bib3"><label>3</label><mixed-citation>
Cavaleri, L., Bertotti, L., Buizza, R., Buzzi, A., Masato, V., Umgiesser, G., and Zampieri, M.: Predictability of extreme meteo-oceanographic events in
the Adriatic Sea, Q. J. Roy. Meteor. Soc., 136, 400–413, 2010.
</mixed-citation></ref-html>
<ref-html id="bib1.bib4"><label>4</label><mixed-citation>
Cavaleri, L., Bajo, M., Barbariol, F., Bastianini, M., Benetazzo, A.,
Bertotti, L., Chiggiato, J., Ferrarin, C., Trincardi, F., and Umgiesser, G.:
The 2019 Flooding of Venice and its implications for future predictions,
Oceanography, 33, 42–49, 2020.
</mixed-citation></ref-html>
<ref-html id="bib1.bib5"><label>5</label><mixed-citation>
CPSM: Distribuzione decennale delle alte maree, available at: <a href="https://www.comune.venezia.it/it/content/distribuzione-decennale-delle-alte-maree-110-cm" target="_blank"/>, last access: 1 August 2021.
</mixed-citation></ref-html>
<ref-html id="bib1.bib6"><label>6</label><mixed-citation>
De Zolt, S., Lionello, P., Nuhu, A., and Tomasin, A.: The disastrous storm of 4 November 1966 on Italy, Nat. Hazards Earth Syst. Sci., 6, 861–879, <a href="https://doi.org/10.5194/nhess-6-861-2006" target="_blank">https://doi.org/10.5194/nhess-6-861-2006</a>, 2006.
</mixed-citation></ref-html>
<ref-html id="bib1.bib7"><label>7</label><mixed-citation>
Enzi, S. and Camuffo, D.: Documentary sources of the sea surges in Venice
from ad 787 to 1867, Nat. Hazards, 12, 225–287, 1995.
</mixed-citation></ref-html>
<ref-html id="bib1.bib8"><label>8</label><mixed-citation>
Ferrarin, C., Tomasin, A., Bajo, M., Petrizzo, A., and Umgiesser, G.: Tidal
changes in a heavily modified coastal wetland, Cont. Shelf Res., 101, 22–33,
2015.
</mixed-citation></ref-html>
<ref-html id="bib1.bib9"><label>9</label><mixed-citation>
Ferrarin, C., Bajo, M., Benetazzo, A., Cavaleri, L., Chiggiato, J., Davison, S., Davolio, S., Lionello, P. Orlić, M., and Umgiesser, G.: Local and large-scale controls of the exceptional Venice ﬂoods of November 2019, Prog. Oceanogr., 197, 102628, <a href="https://doi.org/10.1016/j.pocean.2021.102628" target="_blank">https://doi.org/10.1016/j.pocean.2021.102628</a>, 2021.
</mixed-citation></ref-html>
<ref-html id="bib1.bib10"><label>10</label><mixed-citation>
Frederikse, T., Landerer, F., Caron, L., Adhikari, S., Parkes, D., Humphrey,
V. W., Dangendorf, S., Hogarth, P., Zanna, L., Cheng, L., and Wu, Y.-H.: The
causes of sea-level rise since 1900, Nature, 584, 393–397, 2020a.
</mixed-citation></ref-html>
<ref-html id="bib1.bib11"><label>11</label><mixed-citation>
Frederikse, T., Landerer, F., Caron, L., Adhikari, S., Parkes, D., Humphrey, V. W., Dangendorf, S., Hogarth, P., Zanna, L., Cheng, L., and Wu, Y.-H.: Data supplement for “The causes of sea-level rise since 1900”, Zenodo [data set], <a href="https://doi.org/10.5281/zenodo.3862995" target="_blank">https://doi.org/10.5281/zenodo.3862995</a>, 2020b.
</mixed-citation></ref-html>
<ref-html id="bib1.bib12"><label>12</label><mixed-citation>
Gregory, J. M., Griffies, S. M., Hughes, C. W., Lowe, J. A., Church, J. A.,
Fukimori, I., Gomez, N., Kopp, R.E., Landerer, F., Le Cozannet, G., Ponte,
R.M., Stammer, D., Tamisiea, M. E., and van de Wal, R. S.: Concepts and
terminology for sea level: Mean, variability and change, both local and
global. Surv. Geophys., 40, 1251–1289, 2019.
</mixed-citation></ref-html>
<ref-html id="bib1.bib13"><label>13</label><mixed-citation>
Haasnoot, M. Brown, S., Scussolini, P., Jimenez, J. A., Vafeidis, A. T., and
Nicholls, R. J.: Generic adaptation pathways for coastal archetypes under
uncertain sea-level rise, Environm. Res. Comm., 1, 071006, <a href="https://doi.org/10.1088/2515-7620/ab1871" target="_blank">https://doi.org/10.1088/2515-7620/ab1871</a>, 2019.
</mixed-citation></ref-html>
<ref-html id="bib1.bib14"><label>14</label><mixed-citation>
Hausfather, Z. and Peters, G. P.: Emissions – the “business as usual” story
is misleading, Nature 577, 618–620, 2020.
</mixed-citation></ref-html>
<ref-html id="bib1.bib15"><label>15</label><mixed-citation>
Istituto Superiore per la Protezione e la Ricerca Ambientale (ISPRA): Punta della Salute tide gauge data, available at: <a href="https://www.venezia.isprambiente.it/index.php?folder_id=20&amp;stazione_id=129&amp;tipo_dati_id=1&amp;view=year" target="_blank"/>, last access: 1 August 2021.
</mixed-citation></ref-html>
<ref-html id="bib1.bib16"><label>16</label><mixed-citation>
Lionello, P.: The climate of the Venetian and North Adriatic region:
Variability, trends and future change, Phys. Chem. Earth., 40–41, 1–8, 2012
</mixed-citation></ref-html>
<ref-html id="bib1.bib17"><label>17</label><mixed-citation>
Lionello, P., Cavaleri, L., Nissen, K. M., Pino, C., Raicich, F., and
Ulbrich, U.: Severe marine storms in the Northern Adriatic: Characteristics
and trends, Phys. Chem. Earth., 40–41, 93–105, 2012.
</mixed-citation></ref-html>
<ref-html id="bib1.bib18"><label>18</label><mixed-citation>
Lionello, P., Barriopedro, D., Ferrarin, C., Nicholls, R. J., Orlić, M., Raicich, F., Reale, M., Umgiesser, G., Vousdoukas, M., and Zanchettin, D.: Extreme floods of Venice: characteristics, dynamics, past and future evolution (review article), Nat. Hazards Earth Syst. Sci., 21, 2705–2731, <a href="https://doi.org/10.5194/nhess-21-2705-2021" target="_blank">https://doi.org/10.5194/nhess-21-2705-2021</a>, 2021.
</mixed-citation></ref-html>
<ref-html id="bib1.bib19"><label>19</label><mixed-citation>
Oppenheimer, M., Glavovic, B., Hinkel, J., Van de Wal, R., Magnan, A. K., Abd-Elgawad, A., Cai, R., Cifuentes-Jara, M., Deconto, R. M., and Ghosh, T.: Sea level rise and implications for low-lying islands, coasts and communities, IPCC Special Report on the Ocean and Cryosphere in a Changing Climate, edited by: Pörtner, H.-O., Roberts, D. C., Masson-Delmotte, V., Zhai, P., Tignor, M., Poloczanska, E., Mintenbeck, K., Alegría, A., Nicolai, M., Okem, A., Petzold, J., Rama, B., and Weyer, N. M., available at: <a href="https://www.ipcc.ch/site/assets/uploads/sites/3/2019/11/08_SROCC_Ch04_FINAL.pdf" target="_blank"/> (last access: 1 August 2021), 2019.
</mixed-citation></ref-html>
<ref-html id="bib1.bib20"><label>20</label><mixed-citation>
Polli, S.: Propagazione della marea nella laguna di Venezia, Ann. Geophys., 5, 273–292, 1952.
</mixed-citation></ref-html>
<ref-html id="bib1.bib21"><label>21</label><mixed-citation>
Ranger, N., Reeder, T., and Lowe, J.: Addressing “deep” uncertainty over
long-term climate in major infrastructure projects: four innovations of the
Thames Estuary 2100 Project, EURO J. Decis. Process., 1, 233–262, 2013.

</mixed-citation></ref-html>
<ref-html id="bib1.bib22"><label>22</label><mixed-citation>
Schwalm, C. R., Glendon, S., and Duffy, P. B.: Reply to Hausfather and
Peters: RCP8. 5 is neither problematic nor misleading, P. Natl. Acad. Sci. USA,
117, 27793–27794, 2020.
</mixed-citation></ref-html>
<ref-html id="bib1.bib23"><label>23</label><mixed-citation>
Thiéblemont, R., Le Cozannet, G., Toimil, A., Meyssignac, B., and Losada,
I. J.: Likely and High-End Impacts of Regional Sea-Level Rise on the
Shoreline Change of European Sandy Coasts Under a High Greenhouse Gas
Emissions Scenario, Water, 11, 2607, <a href="https://doi.org/10.3390/w11122607" target="_blank">https://doi.org/10.3390/w11122607</a>, 2019.
</mixed-citation></ref-html>
<ref-html id="bib1.bib24"><label>24</label><mixed-citation>
Tosi, L., Lio, C. D., Teatini, P., and Strozzi, T.: Land subsidence in
coastal environments: knowledge advance in the Venice Coastland by
TerraSAR-X PSI, Remote Sens., 10, 1191, <a href="https://doi.org/10.3390/rs10081191" target="_blank">https://doi.org/10.3390/rs10081191</a>, 2018.
</mixed-citation></ref-html>
<ref-html id="bib1.bib25"><label>25</label><mixed-citation>
Umgiesser, G., Melaku Canu, D., Cucco, A., and Solidoro, C.: A finite
element model for the Venice Lagoon. Development, set up, calibration and
validation, J. Marine Sys., 51, 123–145, 2004.
</mixed-citation></ref-html>
<ref-html id="bib1.bib26"><label>26</label><mixed-citation>
Umgiesser, G.: The impact of operating the mobile barriers in Venice (MOSE)
under climate change, J. Nat. Conserv., 54, 125783, <a href="https://doi.org/10.1016/j.jnc.2019.125783" target="_blank">https://doi.org/10.1016/j.jnc.2019.125783</a>, 2020.
</mixed-citation></ref-html>
<ref-html id="bib1.bib27"><label>27</label><mixed-citation>
Umgiesser, G., Bajo, M., Ferrarin, C., Cucco, A., Lionello, P., Zanchettin, D., Papa, A., Tosoni, A., Ferla, M., Coraci, E., Morucci, S., Crosato, F., Bonometto, A., Valentini, A., Orlić, M., Haigh, I. D., Nielsen, J. W., Bertin, X., Fortunato, A. B., Pérez Gómez, B., Alvarez Fanjul, E., Paradis, D., Jourdan, D., Pasquet, A., Mourre, B., Tintoré, J., and Nicholls, R. J.: The prediction of floods in Venice: methods, models and uncertainty (review article), Nat. Hazards Earth Syst. Sci., 21, 2679–2704,
<a href="https://doi.org/10.5194/nhess-21-2679-2021" target="_blank">https://doi.org/10.5194/nhess-21-2679-2021</a>, 2021.
</mixed-citation></ref-html>
<ref-html id="bib1.bib28"><label>28</label><mixed-citation>
Zanchettin, D., Traverso, P., and Tomasino, M.: Observations on future sea
level changes in the Venice lagoon, in: Lagoons and Coastal Wetlands in the
Global Change Context: Impacts and Management Issues, edited by: Viaroli, P., Lasserre, P., and Campostrini, P., Hydrob., 577, 41–53, 2007.
</mixed-citation></ref-html>
<ref-html id="bib1.bib29"><label>29</label><mixed-citation>
Zanchettin, D., Bruni, S., Raicich, F., Lionello, P., Adloff, F., Androsov, A., Antonioli, F., Artale, V., Carminati, E., Ferrarin, C., Fofonova, V., Nicholls, R. J., Rubinetti, S., Rubino, A., Sannino, G., Spada, G., Thiéblemont, R., Tsimplis, M., Umgiesser, G., Vignudelli, S., Wöppelmann, G., and Zerbini, S.: Sea-level rise in Venice: historic and future trends (review article), Nat. Hazards Earth Syst. Sci., 21, 2643–2678, <a href="https://doi.org/10.5194/nhess-21-2643-2021" target="_blank">https://doi.org/10.5194/nhess-21-2643-2021</a>, 2021a.
</mixed-citation></ref-html>
<ref-html id="bib1.bib30"><label>30</label><mixed-citation>
Zanchettin, D., Bruni, S., Thieblemont, R., and Rubinetti, S.: Data from the article Zanchettin, D. et al.: Sea-level rise in Venice: historic and future trends (review article), Zenodo [data set], <a href="https://doi.org/10.5281/zenodo.5139890" target="_blank">https://doi.org/10.5281/zenodo.5139890</a>, 2021b.
</mixed-citation></ref-html>--></article>
