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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-16-875-2016</article-id><title-group><article-title>Hazard mapping related to structurally controlled landslides in Southern Leyte, Philippines</article-title>
      </title-group><?xmltex \runningtitle{Hazard mapping related to structurally controlled landslides in Southern Leyte, Philippines}?><?xmltex \runningauthor{P.~K.~Luzon et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1 aff2">
          <name><surname>Luzon</surname><given-names>Paul Kenneth</given-names></name>
          <email>pkdluzon@gmail.com</email>
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1 aff2">
          <name><surname>Montalbo</surname><given-names>Kristina</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1 aff2">
          <name><surname>Galang</surname><given-names>Jam</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1 aff2">
          <name><surname>Sabado</surname><given-names>Jasmine May</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1 aff2">
          <name><surname>Escape</surname><given-names>Carmille Marie</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1 aff2">
          <name><surname>Felix</surname><given-names>Raquel</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1 aff2">
          <name><surname>Lagmay</surname><given-names>Alfredo Mahar Francisco</given-names></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>National Institute of Geological Sciences, University of the Philippines, C. P. Garcia corner Velasquez street,<?xmltex \hack{\newline}?> U. P. Diliman, 1101 Quezon City, Philippines</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Nationwide Operational Assessment of Hazards, Department of Science and Technology, Quezon City,<?xmltex \hack{\newline}?> Metro Manila, NCR, Philippines</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Paul Kenneth Luzon (pkdluzon@gmail.com)</corresp></author-notes><pub-date><day>1</day><month>April</month><year>2016</year></pub-date>
      
      <volume>16</volume>
      <issue>3</issue>
      <fpage>875</fpage><lpage>883</lpage>
      <history>
        <date date-type="received"><day>1</day><month>September</month><year>2015</year></date>
           <date date-type="rev-request"><day>1</day><month>October</month><year>2015</year></date>
           <date date-type="rev-recd"><day>11</day><month>February</month><year>2016</year></date>
           <date date-type="accepted"><day>15</day><month>March</month><year>2016</year></date>
      </history>
      <permissions>
<license license-type="open-access">
<license-p>This work is licensed under a Creative Commons Attribution 3.0 Unported License. To view a copy of this license, visit <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/3.0/">http://creativecommons.org/licenses/by/3.0/</ext-link></license-p>
</license>
</permissions><self-uri xlink:href="https://nhess.copernicus.org/articles/16/875/2016/nhess-16-875-2016.html">This article is available from https://nhess.copernicus.org/articles/16/875/2016/nhess-16-875-2016.html</self-uri>
<self-uri xlink:href="https://nhess.copernicus.org/articles/16/875/2016/nhess-16-875-2016.pdf">The full text article is available as a PDF file from https://nhess.copernicus.org/articles/16/875/2016/nhess-16-875-2016.pdf</self-uri>


      <abstract>
    <p>The 2006 Guinsaugon landslide in Saint Bernard, Southern Leyte, is one of the
largest known landslides in the Philippines in recent history. It consists of
a 15–20 million m<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:math></inline-formula> rockslide-debris avalanche from an approximately
675 m high mountain weakened by continuous movement of the Philippine Fault.
The catastrophic Guinsaugon landslide killed 1221 people and displaced
19 000 residents over its 4.5 km path. To investigate the present-day
morphology of the scar and potential failure that may occur, analysis of a
5 m resolution InSAR-derived digital elevation model was conducted using
Coltop3D and Matterocking software, leading to the generation of a landslide
hazard map for the province of Southern Leyte in central Philippines. The dip
and dip direction of discontinuity sets that contribute to gravitational
failure in mountainous areas of the province were identified and measured
using a lower Schmidt–Lambert color scheme. After measurement of the
morpho-structural orientations, potential sites of failure were analyzed.
Conefall was then utilized to compute the extent of rock mass runout. Results
of the analysis show instability in the scarp area of the 2006 Guinsaugon
landslide and in adjacent slopes because of the presence of steep
discontinuities that range from 45 to 60<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>. Apart from the 2006
Guinsaugon landslide site, runout models simulated farther rock mass extent
in its adjacent slopes, revealing a high potential for fatal landslides to
happen in the municipality of Saint Bernard. Concerned agencies may use maps
produced in the same manner as this study to identify possible sites where
structurally controlled landslides can occur. In a country like the
Philippines, where fractures and faults are common, this type of simulated
hazard maps would be useful for disaster prevention and facilitate disaster
risk reduction efforts for landslide-susceptible areas.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <title>Introduction</title>
<sec id="Ch1.S1.SS1">
  <title>Guinsaugon landslide</title>
      <p>One of the largest known mass wasting events in the Philippines happened in
the province of Southern Leyte. On 17 February 2006, 10:26 LT, an estimated
15–20 million m<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx19" id="paren.1"/> of cascading rocks from
a 700 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula> high mountain buried the entire village Guinsaugon in the
municipality of Saint Bernard and killed 1221 people. Identified as
a rockslide-debris avalanche <xref ref-type="bibr" rid="bib1.bibx20" id="paren.2"/>, the fatal landslide happened
on the slopes of Mt. Can-abag along a steep scarp defined by the Philippine
Fault Zone or PFZ <xref ref-type="bibr" rid="bib1.bibx1" id="paren.3"/> (Fig. <xref ref-type="fig" rid="Ch1.F1"/>). The landslide was
4.1 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">km</mml:mi></mml:math></inline-formula> long, 1.5 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">km</mml:mi></mml:math></inline-formula> wide and had a planform area of about
3.3 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">km</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula>.</p>
</sec>
<sec id="Ch1.S1.SS2">
  <title>Geotechnical consideration</title>
      <p>The study area is part of the Southern Leyte segment of the sinistral PFZ,
which has an average movement of 0.55 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">cm</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">yr</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx5" id="paren.4"/> up
to 3.5 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">cm</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">yr</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> (<xref ref-type="bibr" rid="bib1.bibx7" id="altparen.5"/>, as cited by
<xref ref-type="bibr" rid="bib1.bibx3" id="altparen.6"/>). This has led to formation of regional discontinuities
and development of thick clay-rich gouge zones in the surface prominent in
the entire province and other locations along the PFZ <xref ref-type="bibr" rid="bib1.bibx10" id="paren.7"/>. As
a result of active tectonic movement, poor rock mass quality is evident in
many of the mountain ranges of Southern Leyte <xref ref-type="bibr" rid="bib1.bibx9" id="paren.8"/> making the
region prone to structurally controlled landslides. Other lithologies in the
area are ophiolite basement, Paleogene sedimentary rocks and late Pliocene to
Pleistocene volcanic rocks.</p>
      <p>The Guinsaugon landslide was preceded by continuous downpour of rain from
8 to 14 February amounting to 683.6 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">mm</mml:mi></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx19" id="paren.9"/>. Measurements
from the Otikon weather station, 7 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">km</mml:mi></mml:math></inline-formula> away from the landslide, show
rainfall was highest during the period 10–12 February ranging from 131 to
171 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">mm</mml:mi></mml:math></inline-formula> although these are believed to be less than the actual values
due to the orographic effect. Around the same time as the landslide, two
earthquakes were recorded by the Philippine Institute of Volcanology and
Seismology (PHIVOLCS) and the United States Geological Survey (USGS)
<xref ref-type="bibr" rid="bib1.bibx19" id="paren.10"/>. Each were reported 21 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">km</mml:mi></mml:math></inline-formula> west and about
2 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">km</mml:mi></mml:math></inline-formula> north of Guinsaugon, respectively.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1"><caption><p>Location of Southern Leyte in the Philippine map
with specifics of the Guinsaugon landslide and the Philippine Fault segment
in the province.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/16/875/2016/nhess-16-875-2016-f01.png"/>

        </fig>

<?xmltex \hack{\newpage}?>
</sec>
<sec id="Ch1.S1.SS3">
  <title>Failure mechanism</title>
      <p>The topmost contributing slope of the Guinsaugon landslide is 50 to
60<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx3" id="paren.11"/> with a post-landslide configuration of the
crown exhibiting a distinct four-slip-plane failure. Based on the observed
orientation of discontinuities and immense pore pressure developed from
accumulated rainfall, a combined wedge, toppling, and planar slide is believed
to have caused gravitational failure at Guinsaugon <xref ref-type="bibr" rid="bib1.bibx4" id="paren.12"/>. At the
foot slope of Mt. Can-abag are prehistoric landslide deposits, which were
scoured during the 2006 landslide event contributing to the development of
the massive avalanche which transformed into debris flows at its frontal
edge.</p>
</sec>
<sec id="Ch1.S1.SS4">
  <title>Objectives</title>
      <p>A large part of Southern Leyte, Philippines, is susceptible to structurally
controlled landslides. Old landslide scars and large-scale landslide deposits
are apparent in the area with the most recent landslide being formed by the
2006 Guinsaugon debris avalanche event. Identifying manually specific areas
where landslides may occur in the region is a challenge in terms of resources
and scale of effort required. However, advanced methods in computer analysis
of landslides may aid remotely sensed and field mapping in the province of
Southern Leyte (<xref ref-type="bibr" rid="bib1.bibx23" id="text.13"/>, as preliminarily reported in). This study
aimed to use numerical models for structurally controlled landslides,
complemented by field mapping to identify danger zones. The method only
considered translational slides, with either wedge, planar, or toppling type
of failure due to presence of discontinuities. It does not encompass circular
and complex types of landslides. Using high-resolution topography as base map
for the simulations, hazard maps at barangay (village) scale were generated
for use in disaster prevention and mitigation efforts in the Philippines.</p>
</sec>
</sec>
<sec id="Ch1.S2">
  <title>Methods and concepts</title>
<sec id="Ch1.S2.SS1">
  <title>Lineament pattern analysis</title>
      <p>For decades, advances in remote sensing have helped the field of natural
hazards in terms of scale and workability. Reliability relies greatly on two
factors: (1) how accurately the image captivates reality and (2) the approach
to generate desired output from the data <xref ref-type="bibr" rid="bib1.bibx15" id="paren.14"/>. In geology,
these methods are extensively used considering both factors. Lineament
patterns are one of the most observable features using a digital elevation
model. They correspond to many fault and crustal fractures thus providing
ideas on regional tectonics. In digital modeling, they are sets of
relatively adjacent pixels having similar terrain values <xref ref-type="bibr" rid="bib1.bibx18" id="paren.15"/>.
Improvement in such a method comes in two different ways <xref ref-type="bibr" rid="bib1.bibx26" id="paren.16"/>.
First is the continuous enhancement of images for extraction through higher
resolution imagery and better color or shading representation. Second is in
automatic lineament detection using different algorithms <xref ref-type="bibr" rid="bib1.bibx17" id="paren.17"/>.</p>
      <p>In this study we used high-resolution imagery derived from interferometric
synthetic aperture radar (InSAR) in identifying structural features for
numerical models. The InSAR used is from a 2012 nationwide digital terrain
model (DTM) and digital surface model (DSM) data set with 0.5 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula>
vertical accuracy and 5 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula> pixel resolution. The raw data were acquired
using Intermap's STAR-3 InSAR system with an X-band InSAR in a Learjet 36A
aircraft flying 4–12 km above mean sea level. DSMs were processed into bare
earth terrain models by Intermap where vegetation and infrastructure are
removed using filtering algorithms. Shaded relief images generated from these
DEMs provided high resolution and shaded relief images that reveal
well-defined lineaments and distinct changes in the face of mountain slopes.</p>
</sec>
<sec id="Ch1.S2.SS2">
  <title>Discontinuity identification</title>
      <p>After identifying important lineament patterns in the region, dip and dip
direction of slopes corresponding to each trend were measured using Coltop3D.
It is a pseudo-3-D topographic analysis software that represents
slope aspect and slope angle. It gives unique color for a given combination
of dip and dip direction using classical hue saturation value with
a Schmidt–Lambert projected stereonet and depicts continuous and similar
planar orientations with the same color <xref ref-type="bibr" rid="bib1.bibx24" id="paren.18"/>. Slope aspect
maps are effective tools for locating target sites that warrant structural
investigation and have particularly significant implications for the
stability of slopes <xref ref-type="bibr" rid="bib1.bibx28" id="paren.19"/>. With Coltop3D, there is added
capacity to delimit targets to those significant to the study. Recurring
linear patterns are isolated with a particular tolerance and viewed
separately. This step allows large amount of computer-generated point cloud
data of discontinuity sets necessary for structural analysis that uses
stereoplots and rose diagrams. It should be noted that this method assumed
structurally homogeneous areas in regional scale as scope (precision)
<xref ref-type="bibr" rid="bib1.bibx13" id="paren.20"/>.</p>
</sec>
<sec id="Ch1.S2.SS3">
  <title>Kinematic analysis and instabilities</title>
      <p>Rock strength and friction are factors that could resist the gravitational
force pulling down the surface materials. Rock strength is defined by the
physical and chemical property of a rock related to any kind of break or gap
in a rock while friction is the force resisting the relative movement of
materials <xref ref-type="bibr" rid="bib1.bibx11" id="paren.21"/>. Friction increases with roughness or angularity
of a rock, as well as the surface roughness. Slope angle also contributes to
the determination of mass wasting occurrence. The closer a slope to being
parallel to the downward direction of the material, the easier it is for
gravity to overcome friction and rock strength resistance. Other factors that
contribute to mass wasting include water, earthquakes as well as human
activities. Fractures, joints, faults, and other structural features weaken
rock strength. Having these gaps favors water seepage, which contributes to
bond weakening through the weathering process.</p>
      <p>In the identification of structurally controlled landslides, these
discontinuities are treated as the primary cause of slope failure. Once
determined, the discontinuity sets are subjected to kinematic analysis using
Matterocking software, which in turn is used to identify unstable slopes.
Matterocking is an open-source software which was used in this study to
compute the mechanisms for planar, wedge, and toppling failure
<xref ref-type="bibr" rid="bib1.bibx12" id="paren.22"/>. The following definitions for the different failure
types were observed in the analysis of unstable slopes for the region of
Southern Leyte.</p>
<sec id="Ch1.S2.SS3.SSS1">
  <title>Planar failure</title>
      <p>A planar failure is a rare occurrence in rock slopes due to the fact that all
the geometric conditions required to produce it only happen occasionally on
an actual slope <xref ref-type="bibr" rid="bib1.bibx16" id="paren.23"/>. In planar failure, the rock mass only slides
on a single surface; for it to continue, certain geometric conditions need
to be satisfied <xref ref-type="bibr" rid="bib1.bibx30" id="paren.24"/>:
<list list-type="order"><list-item>
      <p>The sliding plane must strike parallel or nearly parallel to the slope
face.</p></list-item><list-item>
      <p>The sliding plane must have its plane dip less than the dip of the slope
face.</p></list-item><list-item>
      <p>The dip of the sliding plane should be greater than the angle of friction of the sliding
plane.</p></list-item><list-item>
      <p>The upper end of the sliding plane should intersect the upper slope or where the tension crack
terminates.</p></list-item><list-item>
      <p>Lateral boundaries of the slide should be defined by the negligible
resistance to sliding provided by the release surfaces.</p></list-item></list></p>
</sec>
<sec id="Ch1.S2.SS3.SSS2">
  <title>Wedge failure</title>
      <p>Wedge failures occur when a mass of discontinuous rockslides on
two intersecting planes <xref ref-type="bibr" rid="bib1.bibx16" id="paren.25"/>. They occur over a much
wider range of conditions as well as geologic factors, which is why
it is more difficult to study this component of rock slope
engineering. Wedge failure has basic mechanics analyzed in terms of
its geometry and conditions defined by <xref ref-type="bibr" rid="bib1.bibx30" id="text.26"/>:
<list list-type="order"><list-item>
      <p>The two sliding planes will always intersect in a line. The line of
intersection can be represented on a stereonet by the point where the two
great circles of the two sliding planes intersect. The orientation of the
line is then defined by the trend and plunge of the line.</p></list-item><list-item>
      <p>The line of intersection plunge should be less steep than the
dip of the slope face and steeper than the friction angle of the two sliding
planes. The slope face inclination is determined by the view at right angles
to the intersection line. The true dip of the slope face would only be
determined if the dip direction of the intersection line is the same as the
dip direction of the slope face.</p></list-item><list-item>
      <p>The intersection line must dip in a direction out of the slope face for sliding to be possible.</p></list-item></list>
Stereonets can show a wedge failure is kinematically possible. However, the
actual factor of safety of the wedge cannot be determined by it. This factor
also depends on the geometry of the wedge as well as the plane shear strength
and water pressure.</p>
</sec>
<sec id="Ch1.S2.SS3.SSS3">
  <title>Toppling failure</title>
      <p>Toppling failure is the forward rotation out of the rock slope about an axis
below the center of gravity of the unstable rock. It is one of the basic
landslide mechanisms that leads to serious and hazardous rock slope
instability. This failure can be classified into four types: flexural,
blocky, blocky flexural, and secondary type. Two mechanisms cause
toppling to proceed, one of which is the growth of erosion notches that is
produced due to differential weathering. The support area of the rock will
decrease and, as a consequence, the center of gravity of the unstable rock will
offset outward the slope. Secondly, the development of tension cracks due to
tensile stress concentration leads to rotational toppling failure of unstable
rocks because of momentum unbalance. This will inevitably occur under
self-weight and fissure water pressure water as well.</p>
      <p>To summarize, the total toppling failure occurs due to erosion notches and
tension cracks and continues on to gravitational transport and accumulation
<xref ref-type="bibr" rid="bib1.bibx29" id="paren.27"/>.</p>
      <p>These concepts can be simply illustrated as shown in Fig. <xref ref-type="fig" rid="Ch1.F2"/>.
Matterocking applies these in an iterative manner to the entire DTM and
computes the slopes which satisfy the criteria for instability. It generates
a map of potential rockslide zone, which is used as a landslide source for
propagation.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2"><caption><p>Criteria for discontinuities to cause failure
(planar, wedge or toppling) on a given slope <xref ref-type="bibr" rid="bib1.bibx30" id="paren.28"/>.</p></caption>
            <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/16/875/2016/nhess-16-875-2016-f02.png"/>

          </fig>

</sec>
</sec>
</sec>
<sec id="Ch1.S3">
  <title>Results</title>
<sec id="Ch1.S3.SS1">
  <title>Lineament analysis of Southern Leyte</title>
      <p>The Philippine Fault is classified as a left lateral strike slip fault.
Segment of this 1200 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">km</mml:mi></mml:math></inline-formula> long geologic feature cuts Southern Leyte on
its mountainous regions. Along this lining are conjugate shears and
corresponding splays scattered in the whole province. General trends of these
lines are identified as shown in Fig. <xref ref-type="fig" rid="Ch1.F3"/>. The study took into
consideration four sets of regional discontinuities. We used four positions of
light source: 315, 225, 135, and 45<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> all at an altitude of
45<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1"><caption><p>List of regional discontinuities identified for
Southern Leyte.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="3">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="center"/>
     <oasis:colspec colnum="3" colname="col3" align="center"/>
     <oasis:thead>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1">Discontinuity set</oasis:entry>  
         <oasis:entry colname="col2">Dip (<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col3">Dip direction (<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>)</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>  
         <oasis:entry colname="col1">DS 1 PF</oasis:entry>  
         <oasis:entry colname="col2">32</oasis:entry>  
         <oasis:entry colname="col3">250</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">DS 2</oasis:entry>  
         <oasis:entry colname="col2">41</oasis:entry>  
         <oasis:entry colname="col3">061</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">DS 3</oasis:entry>  
         <oasis:entry colname="col2">37</oasis:entry>  
         <oasis:entry colname="col3">204</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">DS 4</oasis:entry>  
         <oasis:entry colname="col2">41</oasis:entry>  
         <oasis:entry colname="col3">185</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">DS 5</oasis:entry>  
         <oasis:entry colname="col2">31</oasis:entry>  
         <oasis:entry colname="col3">111</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">DS 6</oasis:entry>  
         <oasis:entry colname="col2">36</oasis:entry>  
         <oasis:entry colname="col3">307</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T2"><caption><p>Field measurements reported on a post-disaster
assessment by Catane et al. (2008).</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="3">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:thead>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1">Discontinuity set</oasis:entry>  
         <oasis:entry colname="col2">Dip (<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col3">Dip direction (<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>)</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>  
         <oasis:entry colname="col1">Bedding</oasis:entry>  
         <oasis:entry colname="col2">35</oasis:entry>  
         <oasis:entry colname="col3">252</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Fault</oasis:entry>  
         <oasis:entry colname="col2">45–56</oasis:entry>  
         <oasis:entry colname="col3">057</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Set 1</oasis:entry>  
         <oasis:entry colname="col2">80–90/65–90</oasis:entry>  
         <oasis:entry colname="col3">30/205</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Set 2</oasis:entry>  
         <oasis:entry colname="col2">60</oasis:entry>  
         <oasis:entry colname="col3">185</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

</sec>
<sec id="Ch1.S3.SS2">
  <title>Identification of discontinuities using Coltop3D</title>
      <p>Guided by the lineaments produced in the earlier step, slopes to represent
each trend are selected. Dip and dip direction of each slopes measured using
COLOTP3d are shown in Table <xref ref-type="table" rid="Ch1.T1"/>. These sets of
discontinuities are considered for the stability analysis of the slopes in
the study area. Measurements are of <inline-formula><mml:math display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mn>10</mml:mn></mml:mrow></mml:math></inline-formula><inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> on both criteria as
limited by the software. First is the obvious plane intersecting the ridge of
the mountain trending southwest with dip and dip direction
41/061<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>. This actually is of the same direction of one of the
slip planes of the Guinsaugon landslide. Next is the dip and dip direction of
the slopes following the trend of the Philippine Fault. It measures
32/250<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>. Third is the lineament trending northwest cutting the
point of landslide with 37/204<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>. Fourth is the measured
discontinuity of the southwest trending lineament with 36/307<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> and
32/111<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>. This is of the same direction of another slip plane of
the landslide. Last is the discontinuity set trending east with
31/185<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>. We can verify these measured dip and dip direction to
the actual field measurements considered in a post-disaster report by
<xref ref-type="bibr" rid="bib1.bibx4" id="text.29"/> as shown in Table <xref ref-type="table" rid="Ch1.T2"/>.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3"><caption><p>Lineament analysis of Southern Leyte.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/16/875/2016/nhess-16-875-2016-f03.png"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4"><caption><p>Different rose diagrams of a segment of the Philippine
Fault.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/16/875/2016/nhess-16-875-2016-f04.png"/>

        </fig>

<?xmltex \hack{\newpage}?>
</sec>
<sec id="Ch1.S3.SS3">
  <title>Verifying rose diagrams of discontinuity sets</title>
      <p>Selections of discontinuities along the Philippine Fault are also presented
in rose diagrams. Shown in Fig. <xref ref-type="fig" rid="Ch1.F4"/> are different segments of the
lineament. The diagram is consistent with the usual rose diagram appearance
of a left lateral strike slip fault with a main long axis parallel to the
master fault (i.e., Philippine Fault) and two other minor orientation directions
that represent associated faults such as Riedel shears.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5"><caption><p>Area of potential rockslide zones in Southern Leyte
using Matterocking.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/16/875/2016/nhess-16-875-2016-f05.png"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F6" specific-use="star"><caption><p>Kinematic analysis of portion of Mt. Can-abag facing
Saint Bernard with the blue circles as identified discontinuity sets, green and
red line representing the slope and the critical values for failure
respectively, as discussed above.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/16/875/2016/nhess-16-875-2016-f06.png"/>

        </fig>

</sec>
<sec id="Ch1.S3.SS4">
  <title>Potential rockslide zone generated by Matterocking</title>
      <p>Failure zones generated by Matterocking are shown in Fig. <xref ref-type="fig" rid="Ch1.F5"/>. The
province of Southern Leyte is highly susceptible to structurally controlled
landslide as clearly presented. This includes the analysis of a planar and
wedge failure that may occur due to discontinuities considered. Generally
steep slopes in the region and presence of discontinuities due to the segment
of PF caused this high susceptibility. Looking closer at the Guinsaugon
landslide area, we can expect more failure as for the presence of the scarp
before the mass movement happened. This is the case of wedge failure that could
trigger most rockslides. This is due to the persistence of intersecting
discontinuity sets in the area. About 10 % of the slopes in the province
have failure potential according to the model.</p>
      <p>Kinematic analysis was performed for several slopes of the Mt. Can-abag east-facing facade as shown in Fig. <xref ref-type="fig" rid="Ch1.F6"/>. Slopes covered in red are those
that were identified as a rockslide source. These were chosen just to verify
and further analyze the mode of failure that could occur as shown in
Table <xref ref-type="table" rid="Ch1.T3"/>. Present discontinuity sets in the area were used in the
analysis. Results have shown the probability of wedge and planar failure in
almost all cases. Intersection of discontinuity sets 41/61 and 41/185 most
probably would cause wedge failure on this side of the mountain. Toppling
failure could not be taken into account in this case due to lack of very steep
recorded discontinuity. We considered the limitation of DEM's resolution that
dip angles would always be less than the actual values on the field. Planar
slide in S1 follows the configuration slide in one slip plane of the
Guinsaugon landslide.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T3"><caption><p>Failure modes of selected slopes in Mt. Can-abag.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="3">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:thead>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1">Slope</oasis:entry>  
         <oasis:entry colname="col2">Dip/dip direction</oasis:entry>  
         <oasis:entry colname="col3">Failure</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>  
         <oasis:entry colname="col1">S1</oasis:entry>  
         <oasis:entry colname="col2">60/054</oasis:entry>  
         <oasis:entry colname="col3">planar/wedge</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">S2</oasis:entry>  
         <oasis:entry colname="col2">56/143</oasis:entry>  
         <oasis:entry colname="col3">planar/wedge</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">S3</oasis:entry>  
         <oasis:entry colname="col2">52/91</oasis:entry>  
         <oasis:entry colname="col3">wedge</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">S4</oasis:entry>  
         <oasis:entry colname="col2">45/132</oasis:entry>  
         <oasis:entry colname="col3">wedge/planar</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

</sec>
</sec>
<sec id="Ch1.S4">
  <title>Discussion</title>
<sec id="Ch1.S4.SS1">
  <title>Slope angle distribution</title>
      <p>It should be noted that this method assumed structurally homogeneous areas in
regional scale as scope (precision) <xref ref-type="bibr" rid="bib1.bibx13" id="paren.30"/>. To put into scope
the parameter used in determining the friction angle for the region, the
slope family concept presented by different studies by <xref ref-type="bibr" rid="bib1.bibx27" id="text.31"/>,
<xref ref-type="bibr" rid="bib1.bibx2" id="text.32"/>, <xref ref-type="bibr" rid="bib1.bibx14" id="text.33"/>, <xref ref-type="bibr" rid="bib1.bibx21" id="text.34"/>, and
<xref ref-type="bibr" rid="bib1.bibx25" id="text.35"/> is a suitable tool due to prominent slope families
produced by active movement in a large part of the province
<xref ref-type="bibr" rid="bib1.bibx5 bib1.bibx7" id="paren.36"/>. The result of Histofit
<xref ref-type="bibr" rid="bib1.bibx22 bib1.bibx25" id="paren.37"/>, a program for computing Gaussian fittings for
a slope angle distribution, shows a threshold value for a family of steep
slopes of 38<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="Ch1.F7"/>), which corresponds to the internal
angle of friction. Direction of discontinuities produced by this movement is
also as prominent. Thus, an incorporated effect of critical slope and
discontinuity sets is enough for identifying the potential source of failure.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F7"><caption><p>Slope families method using Histofit for the slope angle
distribution of Southern Leyte, Philippines.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/16/875/2016/nhess-16-875-2016-f07.png"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F8"><caption><p>Simplified scheme using an empirical approach to
determine runout projection.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/16/875/2016/nhess-16-875-2016-f08.png"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F9"><caption><p>The cone method applied to simple topography in
estimates of the runout zone using Conefall modified from <xref ref-type="bibr" rid="bib1.bibx21" id="text.38"/>.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/16/875/2016/nhess-16-875-2016-f09.png"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F10"><caption><p>Combined map of potential rockslide zone sources and
propagation extent for Southern Leyte.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/16/875/2016/nhess-16-875-2016-f10.png"/>

        </fig>

      <p>Landslide hazard mapping does not end with identifying failure zones. It
also requires the projection of possible runout extent to which the landslide
mass will propagate. These areas are as exposed to landslide hazards as the
failure zones and are important to locate to get communities out of harm's way. Here we
show the method used to determine the likely areas exposed to the hazard of
structurally controlled landslides.</p>
</sec>
<sec id="Ch1.S4.SS2">
  <title>Propagation extent</title>
      <p>A number of models use an angle from source to extent of a landslide to
determine possible runout within the area of interest <xref ref-type="bibr" rid="bib1.bibx6" id="paren.39"/>.
Studies differ on what H<inline-formula><mml:math display="inline"><mml:mo>/</mml:mo></mml:math></inline-formula>L ratio to use in determining this limit
angle as shown in Fig. <xref ref-type="fig" rid="Ch1.F8"/>, either the highest portion of the foot
slope or the top failure plane. <xref ref-type="bibr" rid="bib1.bibx8" id="text.40"/> suggested that the minimum
shadow angle is preferable (H is the lowest portion of the failure block).
To come up with an acceptable value of this angle, a certain amount of
landslide events' runout should be considered. A study by Onfri and
Candian (1979) used 98 rockfalls to suggest a minimum <italic>Fahrböshung</italic> in Italy
from structural instability to be 28.34<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>. <xref ref-type="bibr" rid="bib1.bibx8" id="text.41"/> used 16
profiles of rockfall paths suggesting a minimum shadow angle of 27.5<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>
in British Columbia. Several studies also reported lower values (i.e.,
22–24<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>) for shadow angles in smooth surfaces, such as those in snow- and
grass-covered areas <xref ref-type="bibr" rid="bib1.bibx8" id="paren.42"/>. The use of this approach is widely
accepted in terms of capturing real-event scenarios.</p>
      <p>This study uses a 20<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> shadow angle. This is a conservative approach
based on the literature presented but is a reasonable choice considering that
debris avalanches have a long runout. Conefall uses this shadow angle to
compute the runout zone in a GIS environment given a digital elevation
model (DTM) according to the following relationship (Eq. <xref ref-type="disp-formula" rid="Ch1.E1"/>):

                <disp-formula id="Ch1.E1" content-type="numbered"><mml:math display="block"><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>&lt;</mml:mo><mml:mi mathvariant="normal">△</mml:mi><mml:msup><mml:mi>x</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:mi mathvariant="normal">△</mml:mi><mml:msup><mml:mi>y</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:mtext>tan</mml:mtext><mml:msup><mml:mfenced open="(" close=")"><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mi>p</mml:mi></mml:msub></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>×</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>z</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:mi>z</mml:mi><mml:msup><mml:mo>)</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

          where <inline-formula><mml:math display="inline"><mml:mi>z</mml:mi></mml:math></inline-formula> must be less than the surface height. The estimated runout in 3-D
is the cone envelope (Fig. <xref ref-type="fig" rid="Ch1.F9"/>) covered by the aperture angle from the
source point <xref ref-type="bibr" rid="bib1.bibx21" id="paren.43"/>.</p>
</sec>
<sec id="Ch1.S4.SS3">
  <title>Potential runout zones using Conefall</title>
      <p>Since the sources of rockfall/slide were already identified, zones where it
will propagate were also mapped using Conefall. The study utilized a runout
angle of 20<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> as discussed above. Ratio of “safe” zones from
structurally controlled landslide to high susceptibility area is 2 : 1.
Shown in Fig. <xref ref-type="fig" rid="Ch1.F10"/> is the combined map for the source and propagation
extent of Southern Leyte.</p>
</sec>
</sec>
<sec id="Ch1.S5" sec-type="conclusions">
  <title>Conclusions</title>
      <p>On 27 February 2006, one of the largest known non-volcanic debris avalanche
events in the Philippines happened in the province of Southern Leyte.
Gravitational failures initiated along the Philippine Fault were a collapse
of a sector of a 700 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula> high mountain, which buried the entire village
of Guinsaugon in the municipality of Saint Bernard killing 1221 people and
displacing 19 000 residents over its 4.5 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">km</mml:mi></mml:math></inline-formula> path.</p>
      <p>Using high-resolution imagery derived from interferometric synthetic aperture
radar (InSAR), fractures were identified to interpret structural instability
of mountainous areas in the province. Discontinuity sets, kinematic analysis
of structures, and classification of sites as planar, wedge, and toppling
failure were identified using the Coltop and Matterocking software. Combined
use of these numerical tools enabled the rapid characterization of the entire
Southern Leyte in terms of its susceptibility to fracture-controlled
landslides.</p>
      <p>Apart from the old landslide scars and large-scale landslide deposits
apparent in the area with the most recent landslide being formed by the 2006
Guinsaugon debris avalanche event, the study shows that large parts of
Southern Leyte are susceptible to structurally controlled landslides.
Identification of these potential sites for gravitational failure, which
normally would have been a challenge in terms of scale of resources and
effort required to map them all out, was done in a relatively short period of
time. Production of these high-resolution landslide susceptibility maps
through these advanced methods greatly aids field mapping of these potential
sites of failure. Moreover, the numerical methods presented not only quickly
map sites of mountain-side instability but also depict the likely path and
deposition of the landslide, which produce susceptibility maps that are
critical input to a nationwide effort of the Philippine government to prevent
and mitigate this type of natural hazard.</p><?xmltex \hack{\newpage}?>
</sec>

      
      </body>
    <back><ack><title>Acknowledgements</title><p>We thank the Department of Science and Technology for the support to this
study through the Nationwide Operational Assessment of Hazards (Project
NOAH). We also thank the National Mapping and Resource Information Authority
(NAMRIA) for providing the digital elevation models. Our sincerest gratitude
as well to our friends from Terranum for teaching us the foundation in
structural mechanics and tools used.<?xmltex \hack{\\\\}?> Edited by: H. Mitasova
<?xmltex \hack{\\ }?> Reviewed by: two anonymous referees</p></ack><ref-list>
    <title>References</title>

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      <ref id="bib1.bibx6"><label>Dorren(2003)</label><mixed-citation>
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    </app></app-group></back>
    <!--<article-title-html>Hazard mapping related to structurally controlled landslides in Southern Leyte, Philippines</article-title-html>
<abstract-html><p class="p">The 2006 Guinsaugon landslide in Saint Bernard, Southern Leyte, is one of the
largest known landslides in the Philippines in recent history. It consists of
a 15–20 million m<sup>3</sup> rockslide-debris avalanche from an approximately
675 m high mountain weakened by continuous movement of the Philippine Fault.
The catastrophic Guinsaugon landslide killed 1221 people and displaced
19 000 residents over its 4.5 km path. To investigate the present-day
morphology of the scar and potential failure that may occur, analysis of a
5 m resolution InSAR-derived digital elevation model was conducted using
Coltop3D and Matterocking software, leading to the generation of a landslide
hazard map for the province of Southern Leyte in central Philippines. The dip
and dip direction of discontinuity sets that contribute to gravitational
failure in mountainous areas of the province were identified and measured
using a lower Schmidt–Lambert color scheme. After measurement of the
morpho-structural orientations, potential sites of failure were analyzed.
Conefall was then utilized to compute the extent of rock mass runout. Results
of the analysis show instability in the scarp area of the 2006 Guinsaugon
landslide and in adjacent slopes because of the presence of steep
discontinuities that range from 45 to 60°. Apart from the 2006
Guinsaugon landslide site, runout models simulated farther rock mass extent
in its adjacent slopes, revealing a high potential for fatal landslides to
happen in the municipality of Saint Bernard. Concerned agencies may use maps
produced in the same manner as this study to identify possible sites where
structurally controlled landslides can occur. In a country like the
Philippines, where fractures and faults are common, this type of simulated
hazard maps would be useful for disaster prevention and facilitate disaster
risk reduction efforts for landslide-susceptible areas.</p></abstract-html>
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<a href="http://blog.noah.dost.gov.ph/2013/10/24/hazard-mapping-of-structurally-controlled-landslide-in-southern-leyte-philippines-using-high-resolution-digital-elevation-model-2/" target="_blank">http://blog.noah.dost.gov.ph/2013/10/24/</a>
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