<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing with OASIS Tables v3.0 20080202//EN" "journalpub-oasis3.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:oasis="http://docs.oasis-open.org/ns/oasis-exchange/table" dtd-version="3.0"><?xmltex \hack{\sloppy}?>
  <front>
    <journal-meta>
<journal-id journal-id-type="publisher">NHESSD</journal-id>
<journal-title-group>
<journal-title>Natural Hazards and Earth System Sciences Discussions</journal-title>
<abbrev-journal-title abbrev-type="publisher">NHESSD</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Nat. Hazards Earth Syst. Sci. Discuss.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2195-9269</issn>
<publisher><publisher-name>Copernicus GmbH</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>

    <article-meta>
      <article-id pub-id-type="doi">10.5194/nhessd-3-2883-2015</article-id><title-group><article-title>Point release wet snow avalanches</article-title>
      </title-group><?xmltex \runningtitle{Point release wet snow avalanches}?><?xmltex \runningauthor{C.~Vera Valero et~al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Vera Valero</surname><given-names>C.</given-names></name>
          <email>cesar.vera@slf.ch</email>
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Bühler</surname><given-names>Y.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-0815-2717</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Bartelt</surname><given-names>P.</given-names></name>
          
        </contrib>
        <aff id="aff1"><institution>WSL Institute for Snow and Avalanche Research SLF, Flüelastrasse 11,<?xmltex \hack{\newline}?> 7260 Davos Dorf, Switzerland</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">C. Vera Valero (cesar.vera@slf.ch)</corresp></author-notes><pub-date><day>30</day><month>April</month><year>2015</year></pub-date>
      
      <volume>3</volume>
      <issue>4</issue>
      <fpage>2883</fpage><lpage>2912</lpage>
      <history>
        <date date-type="received"><day>17</day><month>February</month><year>2015</year></date>
           <date date-type="accepted"><day>21</day><month>March</month><year>2015</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/preprints/3/2883/2015/nhessd-3-2883-2015.html">This article is available from https://nhess.copernicus.org/preprints/3/2883/2015/nhessd-3-2883-2015.html</self-uri>
<self-uri xlink:href="https://nhess.copernicus.org/preprints/3/2883/2015/nhessd-3-2883-2015.pdf">The full text article is available as a PDF file from https://nhess.copernicus.org/preprints/3/2883/2015/nhessd-3-2883-2015.pdf</self-uri>


      <abstract>
    <p>Wet snow avalanches can initiate from large fracture slabs or small
point releases. Point release wet snow avalanches can reach dangerous
proportions when they (1) initiate on steep and long avalanche paths
and (2) entrain warm moist snow.  In this paper we investigate the
dynamics of point release wet snow avalanches by applying a numerical
model to simulate documented case studies on high altitude slopes in
the Chilean Andes (33<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S).  The model predicts avalanche flow
temperature as well as meltwater production, given the thermal initial
conditions of the release mass and snowcover entrainment. As the
release mass is small, avalanche velocity and runout are primarily
controlled by snowcover temperature and moisture content.  We
demonstrate how the interaction between terrain and entrainment
processes influence the production of meltwater and therefore
lubrication processes leading to longer runout. This information is
useful to avalanche forecasters.  An understanding of wet snow
avalanche dynamics is important to study how climate change scenarios
will influence land usage in mountain regions in the near future.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <title>Introduction</title>
      <p>The purpose of this paper is to document and discuss the application
of numerical avalanche dynamics models to simulate small, point
release, wet snow avalanches.  The problem is motivated by the
increasing frequency of wet snow avalanche events in the central
Europe and North America and usually attributed to global warming
<xref ref-type="bibr" rid="bib1.bibx20 bib1.bibx4 bib1.bibx21 bib1.bibx26" id="paren.1"/>.  Although we have no
avalanche statistics to verify this trend, we find ourselves
increasingly confronted with the problem of small, wet snow avalanches
that disrupt road and railway traffic. This, of course, is
a longstanding problem in many mountain regions with maritime climate,
e.g. Norway, Alaska, Japan and Chile
<xref ref-type="bibr" rid="bib1.bibx11 bib1.bibx23 bib1.bibx22 bib1.bibx18" id="paren.2"/>.</p>
      <p>The simulation of wet snow avalanches is not the primary application
of existing avalanche dynamics models <xref ref-type="bibr" rid="bib1.bibx9 bib1.bibx29 bib1.bibx30 bib1.bibx24" id="paren.3"/>.  Existing models do not consider snow
temperature as an initial condition; flow parameters are simply
modified to account for the changing mechanical properties of snow
with temperature <xref ref-type="bibr" rid="bib1.bibx33 bib1.bibx5" id="paren.4"/>. Furthermore point
releases either dry or wet have not been simulated before. For
example, the Swiss guidelines on avalanche dynamics calculation
recommend increasing the velocity dependent turbulent friction to
account for the observed lower terminal velocities of wet snow flows
<xref ref-type="bibr" rid="bib1.bibx28" id="paren.5"/>.  Experimental field measurements indicate wet snow
flows exhibit slower, plug-like velocity profiles where shearing is
concentrated at the avalanche base <xref ref-type="bibr" rid="bib1.bibx12 bib1.bibx17" id="paren.6"/>, providing
some experimental foundation for the suggested increase in turbulent
friction.  Although it is well-known, that avalanche flow regime is
a function of snow cover temperature (see <xref ref-type="bibr" rid="bib1.bibx5 bib1.bibx15 bib1.bibx16 bib1.bibx27" id="altparen.7"/>), it is only recently that
a statistical connection between temperature and avalanche runout has
been established <xref ref-type="bibr" rid="bib1.bibx25" id="paren.8"/>. The long runout distances of wet
avalanches suggest a decrease in Coulomb friction induced by
lubricated gliding at the basal boundary, which controls the simulated
reach of the avalanche <xref ref-type="bibr" rid="bib1.bibx8" id="paren.9"/>.</p>
      <p>Snow temperature has been explicitly introduced as a state variable in
avalanche dynamics models by <xref ref-type="bibr" rid="bib1.bibx31" id="text.10"/>.  This requires
calculating the internal heat energy of the avalanche, which is
a function of both, the initial temperature of the snow as well as the
avalanche dissipation rate.  The temperature of the flowing snow thus
varies from initiation to runout (in time) as well as with location in
the avalanche (in space).  An important assumption of this work is
that the heat energy per unit flow area is calculated, but no
information can be extracted concerning the distribution of
temperature over the flow height.  The total heat energy is collapsed
down to the basal area.  This appears to be satisfactory for the
plug-like motion of wet snow flows where shearing is concentrated at
the basal layer.  A notable result of the model simulations is that
the entrained snowcover plays an important role in determining the
flow temperature of the avalanche.  The temperature of the snow in the
release zone is important, but the final flow temperature is
controlled by the snowcover density and temperature along the track.
The density of the entrained snowcover is significant, because it
essentially determines the heat energy input by entrainment into the
avalanche.  For example, a factor two increase in snow density (say
from 100 to 200 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>) will change the heat energy
content more than a slight change in snow temperature (say from 270 to
272 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">K</mml:mi></mml:math></inline-formula>).</p>
      <p>The model results of <xref ref-type="bibr" rid="bib1.bibx31" id="text.11"/> indicate that to simulate wet snow
avalanches, accurate information concerning the state of the snowcover
is necessary.  Snowcover properties determine the onset of meltwater
production and therefore the possibility of lubricated gliding.  In
this paper we simulate four wet snow point release avalanches
documented during two winter field campaigns at the high altitude
“Cajon del rio Blanco” Valley of the Codelco Andina mine situated
100 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">km</mml:mi></mml:math></inline-formula> North East from Santiago in the Chilean Andes,
well-known for wet snow avalanche activity.  To include the important
role of snowcover, the field studies are supplemented with SNOWPACK
simulations to determine snowpack density and temperature
<xref ref-type="bibr" rid="bib1.bibx1 bib1.bibx19" id="paren.12"/>.  Point release avalanches are
modelled using small triangular shaped starting zones, often
containing only 100 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> of mass. Avalanche growth by
entrainment is therefore critical to model the final deposition
volume. Avalanche runout, velocity and lateral spreading in complex
terrain are reproduced.  Forecasting applications are possible in the
near future if accurate snow cover information can be coupled with
avalanche dynamics calculations to predict extreme avalanche runout.</p>
</sec>
<sec id="Ch1.S2">
  <title>Model</title>
<sec id="Ch1.S2.SS1">
  <title>Model equations</title>
      <p>To model avalanche flow in general three-dimensional terrain, we apply
depth-averaged model equations for mass, momentum and energy
conservation <xref ref-type="bibr" rid="bib1.bibx9 bib1.bibx31" id="paren.13"/>.  The mathematical
description of mountain terrain is defined using a horizontal <inline-formula><mml:math display="inline"><mml:mi>X</mml:mi></mml:math></inline-formula>-<inline-formula><mml:math display="inline"><mml:mi>Y</mml:mi></mml:math></inline-formula> coordinate system. The elevation <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>Z</mml:mi><mml:mo>(</mml:mo><mml:mi>X</mml:mi><mml:mo>,</mml:mo><mml:mi>Y</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is specified for each
<inline-formula><mml:math display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:mi>X</mml:mi><mml:mo>,</mml:mo><mml:mi>Y</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> coordinate pair. We introduce a local surface <inline-formula><mml:math display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>,</mml:mo><mml:mi>z</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>
coordinate system with the directions <inline-formula><mml:math display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula> parallel to the
metric geographic coordinates <inline-formula><mml:math display="inline"><mml:mi>X</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math display="inline"><mml:mi>Y</mml:mi></mml:math></inline-formula>. The grid of geographic
coordinates defines inclined planes with known orientation; the
<inline-formula><mml:math display="inline"><mml:mi>z</mml:mi></mml:math></inline-formula> direction is defined perpendicular to the local <inline-formula><mml:math display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula>-<inline-formula><mml:math display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula> plane. Avalanche flow is described by six state variables:

                <disp-formula id="Ch1.E1" content-type="numbered"><mml:math display="block"><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">U</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:mi>R</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:mi>E</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">w</mml:mi></mml:msub><mml:msup><mml:mo>)</mml:mo><mml:mi>T</mml:mi></mml:msup></mml:mrow></mml:math></disp-formula>

          where <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> denote the total mass of the avalanche core (ice and
water).  The water mass is tracked separately and denoted and <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">w</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>.
The total mass and water mass is defined per unit flow area.  When
<inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">w</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, the avalanche is termed “dry”.  The flow height of the
total avalanche mass is designated <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. The source of water
mass in the snowcover is from rain precipitation, warm temperatures or
solar radiation input, etc.  This water is defined as an initial
condition in the avalanche simulation.  Additional water mass can be
generated during the avalanche flow by frictional heating.  The mass
of water always bonded to the moving snow which is moving in the slope
parallel direction with velocity <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">u</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>,
<inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msup><mml:mo>)</mml:mo><mml:mi>T</mml:mi></mml:msup></mml:mrow></mml:math></inline-formula>.  Therefore, there is no momentum exchange between the
snow ice and liquid phases. Two energy equations are contained in the
model formulation: the mechanical free energy <inline-formula><mml:math display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx2" id="paren.14"/>
and the internal heat energy <inline-formula><mml:math display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula>.  These quantities are defined per
unit flow volume.  The flow temperature of the avalanche <inline-formula><mml:math display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula> is
derived from the internal heat energy <inline-formula><mml:math display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula>, see <xref ref-type="bibr" rid="bib1.bibx31" id="text.15"/>.</p>
      <p>The model equations can be conveniently written as a vector equation:

                <disp-formula id="Ch1.E2" content-type="numbered"><mml:math display="block"><mml:mrow><mml:mfrac><mml:mrow><mml:mo>∂</mml:mo><mml:msub><mml:mi mathvariant="bold-italic">U</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mrow><mml:mo>∂</mml:mo><mml:msub><mml:mi mathvariant="bold">Φ</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>x</mml:mi></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mrow><mml:mo>∂</mml:mo><mml:msub><mml:mi mathvariant="bold">Φ</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>y</mml:mi></mml:mrow></mml:mfrac><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="bold-italic">G</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:math></disp-formula>

          where the flux components (<inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold">Φ</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold">Φ</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) are:

                <disp-formula id="Ch1.E3" content-type="numbered"><mml:math display="block"><mml:mrow><mml:msub><mml:mi mathvariant="bold">Φ</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mfenced close=")" open="("><mml:mtable class="matrix" columnalign="center" framespacing="0em"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msubsup><mml:mi>u</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:mfrac><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msup><mml:mi>g</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mi>R</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mi>E</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">w</mml:mi></mml:msub><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="1em"/><mml:mspace linebreak="nobreak" width="1em"/><mml:msub><mml:mi mathvariant="bold">Φ</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mfenced close=")" open="("><mml:mtable class="matrix" columnalign="center" framespacing="0em"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msubsup><mml:mi>v</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:mfrac><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msup><mml:mi>g</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mi>R</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mi>E</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">w</mml:mi></mml:msub><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

          The source terms <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">G</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are

                <disp-formula id="Ch1.E4" content-type="numbered"><mml:math display="block"><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">G</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mfenced open="(" close=")"><mml:mtable class="matrix" columnalign="center" framespacing="0em"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>Q</mml:mi><mml:mo mathvariant="normal">˙</mml:mo></mml:mover><mml:mrow><mml:mi mathvariant="normal">Σ</mml:mi><mml:mo>→</mml:mo><mml:mi mathvariant="normal">Φ</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi mathvariant="normal">Φ</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>Q</mml:mi><mml:mo mathvariant="normal">˙</mml:mo></mml:mover><mml:mrow><mml:mi mathvariant="normal">Σ</mml:mi><mml:mo>→</mml:mo><mml:mi mathvariant="normal">Φ</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi mathvariant="normal">Φ</mml:mi><mml:mi>y</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>Q</mml:mi><mml:mo mathvariant="normal">˙</mml:mo></mml:mover><mml:mrow><mml:mi mathvariant="normal">Σ</mml:mi><mml:mo>→</mml:mo><mml:mi mathvariant="normal">Φ</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>W</mml:mi><mml:mo mathvariant="normal">˙</mml:mo></mml:mover><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi mathvariant="italic">β</mml:mi><mml:mi>R</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mi mathvariant="italic">α</mml:mi><mml:mo>)</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>W</mml:mi><mml:mo mathvariant="normal">˙</mml:mo></mml:mover><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mi mathvariant="italic">β</mml:mi><mml:mi>R</mml:mi><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>E</mml:mi><mml:mo mathvariant="normal">˙</mml:mo></mml:mover><mml:mrow><mml:mi mathvariant="normal">Σ</mml:mi><mml:mo>→</mml:mo><mml:mi mathvariant="normal">Φ</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>Q</mml:mi><mml:mo mathvariant="normal">˙</mml:mo></mml:mover><mml:mi mathvariant="normal">w</mml:mi></mml:msub><mml:msub><mml:mi>L</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>Q</mml:mi><mml:mo mathvariant="normal">˙</mml:mo></mml:mover><mml:mi mathvariant="normal">w</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

          The flowing avalanche is driven by the gravitational acceleration in
the tangential directions <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="bold-italic">G</mml:mi><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>G</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>G</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msub><mml:mi>g</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:msub><mml:mi>g</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>. The acceleration in the slope perpendicular direction
is denoted <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi>g</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and is composed of gravity <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>g</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and
centripetal accelerations <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx14" id="paren.16"/>.</p>
      <p>Furthermore the friction and fluidization processes are function of
the liquid water content. The snow cover conditions (temperature,
density and snow water content) are among the model input parameters
and determine the avalanche regime, and run out <xref ref-type="bibr" rid="bib1.bibx31" id="paren.17"/>.</p>
      <p>Frictional resistance is given by the Voellmy-type shear stress
<xref ref-type="bibr" rid="bib1.bibx32" id="paren.18"/> <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">S</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi mathvariant="normal">Φ</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi mathvariant="normal">Φ</mml:mi><mml:mi>y</mml:mi></mml:mrow></mml:msub><mml:msup><mml:mo>)</mml:mo><mml:mi>T</mml:mi></mml:msup></mml:mrow></mml:math></inline-formula>, with

                <disp-formula id="Ch1.E5" content-type="numbered"><mml:math display="block"><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">S</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">u</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mfenced open="∥" close="∥"><mml:msub><mml:mi mathvariant="bold-italic">u</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mfenced></mml:mrow></mml:mfrac><mml:mfenced open="[" close="]"><mml:mi mathvariant="italic">μ</mml:mi><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mi>N</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub><mml:mi>g</mml:mi><mml:mfrac><mml:mrow><mml:msup><mml:mfenced close="∥" open="∥"><mml:msub><mml:mi mathvariant="bold-italic">u</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow><mml:mrow><mml:mi mathvariant="italic">ξ</mml:mi><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mfrac></mml:mfenced></mml:mrow></mml:math></disp-formula>

          that is, the shear stress is a function of the avalanche velocity
<inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">u</mml:mi><mml:mi mathvariant="normal">Φ</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, fluctuation energy <inline-formula><mml:math display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and total normal pressure <inline-formula><mml:math display="inline"><mml:mi>N</mml:mi></mml:math></inline-formula>
in the <inline-formula><mml:math display="inline"><mml:mi>z</mml:mi></mml:math></inline-formula> direction.  The effect of meltwater is to lubricate sliding
surfaces, decreasing the dry friction <xref ref-type="bibr" rid="bib1.bibx10" id="paren.19"/>. We apply the
function

                <disp-formula id="Ch1.E6" content-type="numbered"><mml:math display="block"><mml:mrow><mml:mi mathvariant="italic">μ</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">w</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mtext>wet</mml:mtext></mml:msub><mml:mo>+</mml:mo><mml:mfenced open="(" close=")"><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mi>exp⁡</mml:mi><mml:mfenced close="]" open="["><mml:mo>-</mml:mo><mml:mfrac><mml:mi>R</mml:mi><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:mfrac></mml:mfenced><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mtext>wet</mml:mtext></mml:msub></mml:mfenced><mml:mi>exp⁡</mml:mi><mml:mfenced close="]" open="["><mml:mo>-</mml:mo><mml:mfrac><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">w</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mfenced></mml:mrow></mml:math></disp-formula>

          where <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mtext>wet</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is the sliding friction coefficient of wet
snow (<inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mtext>wet</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn>0.12</mml:mn></mml:mrow></mml:math></inline-formula>) and <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is a constant
defining the decrease of friction as a function of the meltwater
content (<inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula>).  The functional
dependency of the friction parameters <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">ξ</mml:mi></mml:math></inline-formula> on <inline-formula><mml:math display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> is:

                <disp-formula id="Ch1.E7" content-type="numbered"><mml:math display="block"><mml:mrow><mml:mi mathvariant="italic">ξ</mml:mi><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">ξ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mi>exp⁡</mml:mi><mml:mfenced close=")" open="("><mml:mfrac><mml:mi>R</mml:mi><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:mfrac></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula></p>
</sec>
<sec id="Ch1.S2.SS2">
  <title>Modeling point release areas</title>
      <p>To start an avalanche simulation is necessary to define the
initial release volume, <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>. The volume released is calculated
by estimating a release area and a mean fracture depth. In case of
point released avalanches the released area is reduced to a single
dot in the terrain with negligible surface. In this work, point
release avalanches are simulated by defining a triangular shaped
release area where the upper apex of the triangle is located at
the point release. The triangle together with the fracture height
defines the initial release volume (see Figs. <xref ref-type="fig" rid="App1.Ch1.F4"/> and
<xref ref-type="fig" rid="App1.Ch1.F5"/>).</p>
      <p>Fracture depth and erosion depths along the avalanche paths were
estimated from snow cover and meteorological data. The Codelco
Andina mine has automatic weather stations (see Fig. <xref ref-type="fig" rid="App1.Ch1.F1"/>)
which provide air temperature, snow surface temperature, pressure,
wind, precipitation and radiation measurements (see
Table <xref ref-type="table" rid="App1.Ch1.T1"/>). The meteorological data was used to run SNOWPACK
simulations <xref ref-type="bibr" rid="bib1.bibx1 bib1.bibx19" id="paren.20"/> to define the release
temperature and initial snowcover water content.  Coupled with the
field studies performed by the winter operation crew, provides
accurate snow cover information. The distance between the chosen
weather station and the avalanches paths varies between 0.5 and
almost 4.0 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">km</mml:mi></mml:math></inline-formula>, (see Fig. <xref ref-type="fig" rid="App1.Ch1.F1"/>). The release areas in
the cases studies were between 3085 and 3600 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">a</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">s</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">l</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula>;
the weather station is located at 3570 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">a</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">s</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">l</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula> The small
elevation distance between the release zones and automatic weather
stations ensures accuracy in snow and meteorological data.
However, snow surface temperature and surface energy fluxes might
be influenced by the slope exposition. SNOWPACK allows the user to
generate virtual slopes, specifying slope angle and exposition and
coupling the measured meteorological and snow data to the virtual
slopes <xref ref-type="bibr" rid="bib1.bibx1 bib1.bibx19" id="paren.21"/>. We found no significant
differences between the measured data at the weather station
location with the calculated values on the virtual
slopes. Meteorological data from the winter operation building at
the valley bottom (Lagunitas building 2700 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula>, see
Fig. <xref ref-type="fig" rid="App1.Ch1.F1"/>) is available. Thus, it was possible to estimate
the precipitation and temperature gradients existing between the
weather station location and the winter operation building and
therefore to estimate the snow cover conditions along the selected
avalanche paths.</p>
      <p>To estimate the fracture and erosion depths for each case study we
considered snow cover temperature and snow water content. The
model erodes and releases all the snow cover close to
0 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> and with snow water content higher than
0 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">mm</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>.  This includes moist, wet, very wet and
slush snow cover <xref ref-type="bibr" rid="bib1.bibx13" id="paren.22"/> and excludes dry snow
cover. The remaining snow input parameters are snow temperature
and snow density. These were specified directly using SNOWPACK
simulations using the meteorological and snow data collected from
the automatic weather station.  We compared the simulated
snowcover data with field observations to ensure correctness (see
Table <xref ref-type="table" rid="App1.Ch1.T1"/>).</p>
      <p>The avalanche simulations require the friction (<inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ξ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>)
and free energy (<inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">β</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>) parameters, see
<xref ref-type="bibr" rid="bib1.bibx9" id="text.23"/> and <xref ref-type="bibr" rid="bib1.bibx3" id="text.24"/>. The friction parameters were
chosen based on the experience simulating wet snow avalanches in
the European Alps, Chile and Alaska, <xref ref-type="bibr" rid="bib1.bibx31" id="text.25"/>. In the four
case studies the model parameters remained constant and only
slight changes were made in the random kinetic generation <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula>
parameter, see <xref ref-type="bibr" rid="bib1.bibx7" id="text.26"/>.  The extremely steep and rough
gullies fluidized the avalanche and led to higher generation
parameters.  Simulation parameters for the four case studies are
summarized in Table <xref ref-type="table" rid="App1.Ch1.T2"/>.</p>
      <p>The equations are solved using the same numerical schemes outlined in <xref ref-type="bibr" rid="bib1.bibx9" id="text.27"/>.</p>
</sec>
</sec>
<sec id="Ch1.S3">
  <title>Case studies</title>
      <p>We simulated four point release avalanches that occurred in
“Cajón del rio Blanco” valley in the Chilean Andes (see
Fig. <xref ref-type="fig" rid="App1.Ch1.F1"/>). The four cases where spontaneous wet loose point
release avalanches that released in periods of high temperature
after a recent snowfall (see Table <xref ref-type="table" rid="App1.Ch1.T1"/>). The four avalanches
were selected because they reached the primary industrial road in
the mine, endangering workers or interrupting mine logistics and
communication.  The avalanches were subsequently well documented
by mine staff (Table <xref ref-type="table" rid="App1.Ch1.T1"/> and Fig. <xref ref-type="fig" rid="App1.Ch1.F8"/>).  High
resolution digital elevation models (1m) of the terrain are
available for the four avalanche tracks. The avalanches are
designated Caleta Chica North CCHN-3, Cobalto CG-1, Lagunitas West
LGW-2 and Barriga North BN-1.</p>
<sec id="Ch1.S3.SS1">
  <title>Caleta Chica North, CCHN-3</title>
      <p>The CCHN-3 is a long, narrow and steep avalanche path that starts
at a ridge located at an elevation of 3685 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">a</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">s</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">l</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula>  The
path contains a steep gully that includes track segments with steep
inclinations of more than 60<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>. The avalanche path ends
directly above the industrial road at 2700 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">a</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">s</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">l</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula>
Although the gully is narrow, the avalanche collects enough snow to
endanger the industrial road due to the long distance between the
release zone and the deposition area (see Fig. <xref ref-type="fig" rid="App1.Ch1.F1"/>).</p>
      <p>On the 14 August 2013 between 17:15 and  17:30 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">LT</mml:mi></mml:math></inline-formula>
a point release avalanche released
from the top of the avalanche path reaching the industrial road
with a final volume of 2000 to 2500 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula><inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:math></inline-formula> (estimated by
the winter operation crew, see Figs. <xref ref-type="fig" rid="App1.Ch1.F8"/>a and
<xref ref-type="fig" rid="App1.Ch1.F2"/>a). On the 12 August 0.15 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula> of new snow was
recorded at 3500 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">a</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">s</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">l</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula>  A 24 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">h</mml:mi></mml:math></inline-formula> period of cloudy
weather followed the snowfall. The 14 August was the first clear
sky day after the snow fall from the 12 August. The air temperature
at the estimated release time was 3.7 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> at
3550 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">a</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">s</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">l</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula></p>
</sec>
<sec id="Ch1.S3.SS2">
  <title>Cobalto, CG-1</title>
      <p>The CG-1 avalanche path is located 2 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">km</mml:mi></mml:math></inline-formula> to the north (see
Fig. <xref ref-type="fig" rid="App1.Ch1.F1"/>) of the CCHN-3 with similar west exposition.  The
track starts at 3465 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">a</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">s</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">l</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula> and ends at the industrial
road at 2450 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">a</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">s</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">l</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula>  The release is located at a steep
point located below a ridge.  The track is channelized between two
vertical rock pillars. The gully between the pillars has an
inclination between 60 and 70<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> for the first 500
vertical meters of drop.  The track becomes progressively flatter
(about 40–45<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>) and wider. For the last 300 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula>
elevation drop the gully is between 50 to 70 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula> wide and
the avalanche can entrain large amounts of snow. The deposition
area is a open and located on a cone shaped debris fan above the
industrial road (see Fig. <xref ref-type="fig" rid="App1.Ch1.F1"/>). The surface of the debris
fan contains large blocks.</p>
      <p>On the 7 September 2013 at 17:30 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">LT</mml:mi></mml:math></inline-formula> a point release
avalanche started from the upper part of the gully, eroding the
upper new snow layer.  The avalanche reached the valley bottom
stopping a few meters above the industrial road (see
Figs. <xref ref-type="fig" rid="App1.Ch1.F8"/>b and <xref ref-type="fig" rid="App1.Ch1.F3"/>a). The volume of the deposits was
estimated to be approximately 7000 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula>. On the
6 September a 24 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">h</mml:mi></mml:math></inline-formula> storm left 0.40 new snow at
3500 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">a</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">s</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">l</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula> At 2700 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">a</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">s</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">l</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula>, the storm began
as a rainfall event, placing 7 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">mm</mml:mi></mml:math></inline-formula> of water in the
snowcover.  However, the air temperature dropped at 2700 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula>
and the rain precipitation turned to snow depositing
0.10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula> of moist new snow on the wet snowcover.  At
2400 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula> only liquid precipitation was measured. The winter
operation crew made two snow profiles at the morning of the
7 August and estimated that the rain reached 2900 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula>, above
this elevation all precipitation fell as snow.</p>
</sec>
<sec id="Ch1.S3.SS3">
  <title>Lagunitas West, LGW-2</title>
      <p>The LGW-2 avalanche path starts at 3250 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula> below a rock band
and continues over an open slope with 40–45<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>
inclination.  The track contains two 5 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula> drops over rock
bands before it gets progressively flatter, reaching a inclination
of 30–35<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>. The track finishes at 2800 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula> at
the industrial road with a 25<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> inclination (see
Fig. <xref ref-type="fig" rid="App1.Ch1.F1"/>).</p>
      <p>At 14:30 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">LT</mml:mi></mml:math></inline-formula> on the 9 September 2013 a point avalanche
released below the upper rock band reaching the industrial road
(see Fig. <xref ref-type="fig" rid="App1.Ch1.F4"/>). The 9 September was the first clear sky day
after the three day storm and cloudy weather that started on the
6 September. The air temperature at the release time was
8.3 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>.</p>
</sec>
<sec id="Ch1.S3.SS4">
  <title>Barriga North, BN-1</title>
      <p>The BN-1 avalanche path starts directly in front of the winter
operation building at 3100 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">a</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">s</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">l</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula> (see
Fig. <xref ref-type="fig" rid="App1.Ch1.F1"/>). The release area is south oriented and situated
below a wide ridge with 40–45<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> slope angle. The
avalanche path becomes flatter and at the point of maximum
steepness the track becomes west exposed, indicating significant
channel twist. The avalanche path ends on an industrial road at
2775 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">a</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">s</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">l</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula>, (see Fig. <xref ref-type="fig" rid="App1.Ch1.F4"/>).</p>
      <p>At 17:30 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">LT</mml:mi></mml:math></inline-formula> on the 9 September 2013, three hours after the
LGW-2 release, a point avalanche released below the wide ridge
eroding the new snow. The avalanche passed the channel turn and
reached the industrial road (see Fig. <xref ref-type="fig" rid="App1.Ch1.F8"/>c).  The winter
operation crew estimated the avalanche deposits to be
approximately 6000 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula>. The air temperature at the
released time was 7.8 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>.</p>
      <p>The LGW-2 and BN-1 avalanche paths are directly in front of the
“Lagunitas” winter operation building (see Fig. <xref ref-type="fig" rid="App1.Ch1.F1"/>). The
avalanches were observed by mine staff members. Low quality video
recordings from mobile phones are available.</p>
</sec>
</sec>
<sec id="Ch1.S4">
  <title>Simulation results</title>
      <p>In the four case studies the calculated temperature of the flowing
snow reached the snow melting temperature and therefore the model
predicted the generation of melt water during the flow. The snow
cover temperature at the time of release were close to <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>≈</mml:mo><mml:msup><mml:mn mathvariant="normal">0</mml:mn><mml:mo>∘</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>.  The snowcover was therefore moist (bonded
water) or even wet (containing free water), (see
Table <xref ref-type="table" rid="App1.Ch1.T1"/>). The calculated avalanches dissipated enough heat
energy that the snow within the entire flow was at
0 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>, (see Fig. <xref ref-type="fig" rid="App1.Ch1.F10"/>). As meltwater
lubricates the avalanche flow, reduced <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">μ</mml:mi></mml:math></inline-formula> values are obtained in
the simulations, as the friction parameter <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">μ</mml:mi></mml:math></inline-formula> is function of the
water content <xref ref-type="bibr" rid="bib1.bibx31" id="paren.28"/>.  The calculated water content lowered
the friction value <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">μ</mml:mi></mml:math></inline-formula> enough to the avalanches reach the valley
bottom eroding the existing warm and wet snow cover. With colder
and drier snow cover conditions the avalanche simulations show the
avalanches would stop immediately after the release.</p>
      <p>The set of Figs. <xref ref-type="fig" rid="App1.Ch1.F2"/>–<xref ref-type="fig" rid="App1.Ch1.F5"/> compares the four run out
calculations with the field pictures obtained by the mine winter
operation crew. The run out distance were accurately calculated by
the model calculations, in the four cases the avalanche run out
distances and the deposits extension were correctly estimated. The
avalanche flowing height was not possible to measure in any of the
four cases. However the final calculations deposits heights (see
Figs. <xref ref-type="fig" rid="App1.Ch1.F2"/>–<xref ref-type="fig" rid="App1.Ch1.F5"/>) agree with the rough measurements
made by the winter operation crew at the field (see
Fig. <xref ref-type="fig" rid="App1.Ch1.F8"/>).</p>
      <p>Figure <xref ref-type="fig" rid="App1.Ch1.F7"/> shows the increase in avalanche volume over time
from the initial release <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>t</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> until deposition for the four case
studies. The calculations are normalized with the initial release
volumes. The final calculated volumes reach values between twenty
and sixty times the initial release volume. The calculations also
reveal that in the examples CG-1 and CCHN-3 the avalanche
simulations did not entrained more snow after the avalanche reached
the track midpoint. In these two examples there was no snow cover
below 2900 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula> (see Figs. <xref ref-type="fig" rid="App1.Ch1.F2"/> and <xref ref-type="fig" rid="App1.Ch1.F3"/>) and
therefore the final ratio between the final deposit volume and the
initial volume are the lowest, (between 20 and 30 times the initial
release volume). Figure <xref ref-type="fig" rid="App1.Ch1.F9"/> depicts the avalanche volume
with the avalanche time for the 4 cases studies. At <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>t</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> the plot
shows the initial release mass. For the examples CG-1 and CCHN-3
the volume increase flattens at the point the avalanche is no
longer eroding snow. The final calculated deposition volumes are in
agreement with the observations made by the winter operation crew.</p>
      <p>The Fig. <xref ref-type="fig" rid="App1.Ch1.F6"/> indicates maximum velocity calculations in the
LGW-2 and BN-1 case studies. Avalanches velocity could be roughly
estimated through mobile phone video recordings. The estimated
velocity measurements coincide with the velocity calculations made
by the model (about 10 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</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>). Unfortunately the
approximation techniques are not accurate enough to perform a more
precise analysis.</p>
</sec>
<sec id="Ch1.S5">
  <title>Discussion</title>
      <p>The results presented in this paper are valid for mountain rock
faces with well defined flow channels and also open slopes. At
release the avalanche mass spreads depending on the terrain
features.  In two of the four case studies, avalanche spreading
was inhibited by the steep sidewalls of mountain gullies,
a function of the topographic properties of the mountain. The
other two examples where open slopes where the spreading angle was
larger than in the channelized cases but controlled too by
topographic features. Avalanche movement is therefore not only
controlled by the thermal state of the snow, but also by the slope
geometry.  High resolution digital elevation models that
accurately represent mountain ravines and channels are thus
necessary to apply avalanche dynamics models to simulate small
avalanches <xref ref-type="bibr" rid="bib1.bibx6" id="paren.29"/>.  In open terrain (BN-1, LGW-2), the
lateral spreading of the avalanche is modeled.</p>
      <p>The position of all release zones was obtained from the eyewitness
reports and post-event surveys.  Entrainment depths for the
simulations were also obtained from field studies and event
documentation. From automated weather stations good estimates of
snow temperature could be obtained.  Because the avalanches
disrupted road traffic, road clearance crews could estimate
deposition depths allowing good estimates of avalanche mass
balance.  The velocity measurements are not accurate enough to
assess the model performance.  Nevertheless the data available
showed that the model's velocity output is accurate in first
approximation.</p>
      <p>The model calculated the snow temperature from initiation to
runout.  Due to the warm initial conditions the investigated
avalanches reached the melting point of snow-ice almost
immediately after release.  The entrainment of warm, moist snow
enhanced the lubrication process. The decrease of Coulomb friction
due to lubrication effects is key for small point release
avalanches to develop into long-running wet snow avalanches. For
practical applications it is important that lubrication processes
due to the (1) initial snow water content, (2) snow melting by
frictional dissipation and (3) heat energy of entrained snow must
all be taken into account. The model includes a lubrication
relationship between meltwater content and the Coulomb friction
parameter <inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">μ</mml:mi></mml:math></inline-formula>.  The lubrication model is an empirical necessity
that needs to be improved with additional mechanical tests.</p>
      <p>To back-calculate the four case studies the same set of model
parameters used previously in <xref ref-type="bibr" rid="bib1.bibx31" id="text.30"/> was applied. The
model results emphasize that complete information of the snow
cover is necessary to achieve accurate representations of the
events. The model is sensible to variations in the initial snow
cover conditions (temperature and water content). For example,
when colder snow is specified at release, the avalanche
simulations stop immediately after the release without reaching
the valley bottom. However given accurate initial conditions the
model was able to back calculate accurately runout distances,
avalanche outline and avalanche volumes in the four case
studies. It is therefore only possible to obtain realistic runout
predictions with accurate snow cover data. The application of the
avalanche dynamics model should be restricted to cases where
accurate data is available.</p>
      <p>The method used to simulate the avalanche point release requires
defining a small triangular area. The ratio between the eroded
snow volume and the initial snow volume is between 20 to 60 for
the four case studies we studied in this paper.  The initial area
used to simulate the avalanche release does not affect the final
run-out, velocity and avalanche deposit calculations.</p>
</sec>
<sec id="Ch1.S6" sec-type="conclusions">
  <title>Conclusions</title>
      <p>Avalanche dynamics models have been traditionally applied to
simulate large, dry, slab release avalanches.  The starting volumes
of such avalanches are typically larger than <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>&gt;</mml:mo><mml:mn>50 000</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula>.  The primary application is to prepare
avalanche hazard maps which are based on extreme events with long
return periods.  In this work we applied a snow avalanche model to
simulate small, wet, point release avalanches.  Avalanche release
mass was modeled using small triangular shaped release zones
containing less than <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>≈</mml:mo><mml:mn>100</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> of snow.  The
purpose of the simulations was to help avalanche warning experts
determine whether a logistically important road should remain open
or be closed. The application of an avalanche dynamics model to
simulate small, point release avalanches is novel and poses many
new challenges.  Three preconditions for the simulation of such
small avalanche events are:
<list list-type="order"><list-item>
      <p>The availability of high resolution digital terrain models</p></list-item><list-item>
      <p>Simulation of snow entrainment to model avalanche growth</p></list-item><list-item>
      <p>Reliable snowcover information, including snow temperature</p></list-item></list></p>
      <p>Finally, this work demonstrates that not only large, wet snow slab
avalanches can develop significant destructive power. Wet snow point
avalanches releasing from steep slopes and long avalanche paths
collect enough snow to disrupt and harm human activities. The
application of an avalanche dynamics model was tested for two winter
seasons in the Andina mine (Chile). After initial promising results,
the operational application of an avalanche dynamics model is
planned. Simulations coupled with accurate and continually updated
snow cover and meteorological information is required to predict
avalanche run outs and deposition volumes. The model does not
provide any indication whether the avalanche is going to release or
not, but if the avalanche releases the model gives a good indication
of the potential run out distances and deposition volumes.</p>
</sec>

      
      </body>
    <back><ack><title>Acknowledgements</title><p>Financial support for this project was provided by Codelco Mining,
Andina Division (Chile). The authors thank A. Ellena and L. Cornejo
for starting the project and their helpful insights into the wet
snow avalanche problem. In addition we thank all avalanche alert
center members: L. Gallardo, M. Didier and P. Cerda, not only for
their support, but also for their confidence, patience and enormous
help during the last three winters in the Andina mine.</p></ack><ref-list>
    <title>References</title>

      <ref id="bib1.bibx1"><label>Bartelt and Lehning, 2002</label><mixed-citation>Bartelt, P. and Lehning, M.:  A physical SNOWPACK model for the Swiss avalanche warning,
Part I: Numerical model,  Cold Reg. Sci. Technol.,  35, 123–145,
doi:<ext-link xlink:href="http://dx.doi.org/10.1016/S0165-232X(02)00074-5">10.1016/S0165-232X(02)00074-5</ext-link>, 2002.</mixed-citation></ref>
      <ref id="bib1.bibx2"><label>Bartelt and McArdell, 2009</label><mixed-citation>
Bartelt, P. and McArdell, B.: Granulometric investigations of snow avalanches, J. Glaciol.,  55, 829–833, 2009.</mixed-citation></ref>
      <ref id="bib1.bibx3"><label>Bartelt et al., 2012a</label><mixed-citation>Bartelt, P., Bühler, Y., Buser, O., Christen, M., and Meier, L.: Modeling mass-dependent
flow regime transitions to predict the stopping and depositional behaviour of snow avalanches, J. Geophys. Res., 117, F01015,
doi:<ext-link xlink:href="http://dx.doi.org/10.1029/2010JF001957">10.1029/2010JF001957</ext-link>, 2012.</mixed-citation></ref>
      <ref id="bib1.bibx4"><label>Beniston et al., 2003</label><mixed-citation>Beniston, M., Keller, F., Koffi, B., and Goyette, S.: Estimates of snow accumulation and
volume in the Swiss Alps under changing climatic conditions,  Theor. Appl. Climatol.,  76, 125–140,
doi:<ext-link xlink:href="http://dx.doi.org/10.1007/s00704-003-0016-5">10.1007/s00704-003-0016-5</ext-link>, 2003.</mixed-citation></ref>
      <ref id="bib1.bibx5"><label>Bozhinskiy and Losev, 1998</label><mixed-citation>
Bozhinskiy, A. N. and Losev, K. S.:
The Fundamentals of Avalanche Science, Mitt. Eidgenöss. Inst. Schnee-Lawinenforsch., Davos, 280 pp., 1998.</mixed-citation></ref>
      <ref id="bib1.bibx6"><label>Bühler et al., 2011</label><mixed-citation>
Bühler, Y., Christen, M., Kowalsky, J., and Bartelt, P.: Sensitivity of snow
avalanche simulations to digital elevation model quality and resolution, Ann. Glaciol.,  52, 72–80, 2011.</mixed-citation></ref>
      <ref id="bib1.bibx7"><label>Buser and Bartelt, 2009</label><mixed-citation>
Buser, O. and Bartelt, P.: Production and decay of random kinetic energy in granular snow avalanches, J. Glaciol.,  55, 3–12, 2009.</mixed-citation></ref>
      <ref id="bib1.bibx8"><label>Buser and Frutiger, 1980</label><mixed-citation>
Buser, O. and Frutiger, H.: Observed maximum run-out distance of snow
avalanches and determination of the friction coefficients, J. Glaciol.,  26, 121–130, 1980.</mixed-citation></ref>
      <ref id="bib1.bibx9"><label>Christen et al., 2010</label><mixed-citation>Christen, M., Kowalski, J., and Bartelt, P.: RAMMS: numerical
simulation of dense snow avalanches in three-dimensional terrain,
Cold Reg. Sci. Technol., 63(2010), 2–14,
doi:<ext-link xlink:href="http://dx.doi.org/10.1016/j.coldregions.2010.04.005">10.1016/j.coldregions.2010.04.005</ext-link>,
2010.</mixed-citation></ref>
      <ref id="bib1.bibx10"><label>Colbeck, 1992</label><mixed-citation>
Colbeck, S.: A Review of the Processes that Control Snow Friction,  Cold Regions Research
and Engineering Lab, 92-2, 1992.</mixed-citation></ref>
      <ref id="bib1.bibx11"><label>Conway and Raymond, 1993</label><mixed-citation>
Conway, H. and Raymond, C.: Snow stability during rain, J. Glaciol., 39, 635–642, 1993.</mixed-citation></ref>
      <ref id="bib1.bibx12"><label>Dent et al., 1998</label><mixed-citation>
Dent, J. D., Burrell, K., J., Schmidt, D. S., Louge, M. Y.,
Adams, E. E., and Jazbutis, T. G.: Density, velocity and friction
measurements in a dry snow avalanche, Ann. Glaciol.,  26, 247–252, 1998.</mixed-citation></ref>
      <ref id="bib1.bibx13"><label>Fierz et al., 2009</label><mixed-citation>
Fierz, C., Armstrong, R., Durand, Y., Etchevers, P., Greene, E., McClung, D., Nishimura, K.,
Satyawali, P., and Sokratov, S.: The International Classification for Seasonal Snow on the
Ground (ICSSG) IHP-VII Technical Documents in Hydrology, No. 83, IACS Contribution No. 1,
UNESCO-IHP, 2009.</mixed-citation></ref>
      <ref id="bib1.bibx14"><label>Fischer et al., 2012</label><mixed-citation>Fischer, J., Kowalski, J., and Pudasaini, S.: Topographic curvature effects in applied avalanche
modeling,  Cold Reg. Sci. Technol.,  74–75, 21–30,
doi:<ext-link xlink:href="http://dx.doi.org/10.1016/j.coldregions.2012.01.005">10.1016/j.coldregions.2012.01.005</ext-link>, 2012.</mixed-citation></ref>
      <ref id="bib1.bibx15"><label>Gauer et al., 2008</label><mixed-citation>
Gauer, P., Issler, D., Lied, K., Kristensen, K., and Sandersen, F.:  On snow avalanche flow
regimes:  inferences from observations and measurements,
Proceedings of the International Snow Science Workshop, ISSW 2008, 21–27
September, Whistler, Canada, 2008.</mixed-citation></ref>
      <ref id="bib1.bibx16"><label>Issler and Gauer, 2008</label><mixed-citation>
Issler, D. and Gauer, P.: Exploring the significance of the fluidised
flow regime for avalanche hazard mapping, Ann. Glaciol.,  49, 193–198, 2008.</mixed-citation></ref>
      <ref id="bib1.bibx17"><label>Kern et al., 2009</label><mixed-citation>
Kern, M.,  Bartelt, P., Sovilla, B., and Buser, O.: Measured shear rates in
large dry and wet snow avalanches, J. Glaciol., 55, 327–338, 2009.</mixed-citation></ref>
      <ref id="bib1.bibx18"><label>Lackinger, 1987</label><mixed-citation>
Lackinger, B.: Stability and fracture of the snow pack for glide
avalanches, in:  Avalanche Formation, Movement and Effects Symposium at
Davos 1986, edited by: Salm, B. and Gubler, H., IAHS Publ., 162, Davos, 229–240,
1987.</mixed-citation></ref>
      <ref id="bib1.bibx19"><label>Lehning et al., 2002</label><mixed-citation>Lehning, M., Bartelt, P., Brown, B., Fierz, C., and Satyawali, P.:  A physical SNOWPACK model
for the Swiss avalanche warning, Part II: Snow microstructure,  Cold Reg. Sci. Technol., 35, 147–167,
doi:<ext-link xlink:href="http://dx.doi.org/10.1016/S0165-232X(02)00073-3">10.1016/S0165-232X(02)00073-3</ext-link>, 2002.</mixed-citation></ref>
      <ref id="bib1.bibx20"><label>Lopez-Moreno et al., 2009</label><mixed-citation>Lopez-Moreno, J. L., Goyetteb, S., and Benistonb, M.:  Impact of climate change on snowpack
in the Pyrenees: horizontal spatial variability and vertical gradients, J. Hydrol.,  374,
384–396,
doi:<ext-link xlink:href="http://dx.doi.org/10.1016/j.jhydrol.2009.06.049">10.1016/j.jhydrol.2009.06.049</ext-link>, 2009.</mixed-citation></ref>
      <ref id="bib1.bibx21"><label>McClung, 2013</label><mixed-citation>
McClung, D.: The effects of El Niño and La Niña on snow and avalanche patterns in British
Columbia, Canada, and central Chile, J. Glaciol., 59, 783–792, 2013.</mixed-citation></ref>
      <ref id="bib1.bibx22"><label>McClung and Clarke, 1987</label><mixed-citation>
McClung, D. and  Clarke, G. K. C.: The effects of free water on snow
gliding, J. Geophys. Res., 92, 6301–6309, 1987.</mixed-citation></ref>
      <ref id="bib1.bibx23"><label>McClung and Schaerer, 2006</label><mixed-citation>
McClung, D. and Schaerer, P.: The Avalanche Handbook, 3rd Edn., Mountaineers
Books, 1615 Venables St, Vancouver, B.C. Canada, 2006.</mixed-citation></ref>
      <ref id="bib1.bibx24"><label>Mergili et al., 2012</label><mixed-citation>Mergili, M., Schratz, K., Ostermann, A., and Fellin, W.: Physically-based modelling of
granular flows with Open Source GIS, Nat. Hazards Earth Syst. Sci., 12, 187–200,
doi:<ext-link xlink:href="http://dx.doi.org/10.5194/nhess-12-187-2012">10.5194/nhess-12-187-2012</ext-link>, 2012.</mixed-citation></ref>
      <ref id="bib1.bibx25"><label>Naaim et al., 2013</label><mixed-citation>
Naaim, M., Durand, Y., Eckert, N., and Chambon, G.: Dense avalanche friction coefficients:
influence of physical properties of snow, J. Glaciol.,  59, 771–782, 2013.</mixed-citation></ref>
      <ref id="bib1.bibx26"><label>Pielmeier et al., 2013</label><mixed-citation>
Pielmeier, C., Techel, F., Marty, C., and Stucki, T.: Wet snow avalanche
activity in the Swiss Alps  –  trend analysis for mid-winter season,
International Snow Science Workshop 2013, Proceedings, ISSW 2013,
7–11 October 2013, Grenoble  –  Chamonix Mont Blanc, 253–258,
2013.</mixed-citation></ref>
      <ref id="bib1.bibx27"><label>Steinkogler et al., 2014</label><mixed-citation>
Steinkogler, W., Sovilla, B., and Lehning, M.: Influence of snow cover
properties on avalanche dynamics, Cold Reg. Sci. Technol., 97, 121–131, 2014.</mixed-citation></ref>
      <ref id="bib1.bibx28"><label>Salm et al., 1990</label><mixed-citation>
Salm, B., Burkard, A., and Gubler, H.: Berechnung von Fliesslawinen: eine Anleitung fuer Praktiker mit Beispielen,
Eidg. Inst. Schnee- und Lawinenforschung, Mitteilung 47, Ann. Glaciol.,  18, 221–226, 1990.</mixed-citation></ref>
      <ref id="bib1.bibx29"><label>Sampl and Zwinger, 2004</label><mixed-citation>
Sampl, P. and Zwinger, T.: Avalanche simulation with SAMOS,  Ann. Glaciol.,  38,  393–398, 2004.</mixed-citation></ref>
      <ref id="bib1.bibx30"><label>Sheridan et al., 2005</label><mixed-citation>
Sheridan, M., Stinton, A., Patra, A., Pitman, E., Bauer, A., and Nichita, C.: Evaluating
Titan2D mass-flow model using the 1963 Little Tahoma Peak avalanches, Mount Rainier, Washington, J. Volcanol. Geoth. Res., 139, 89–102, 2005.</mixed-citation></ref>
      <ref id="bib1.bibx31"><label>Vera et al., 2015</label><mixed-citation>
Vera, C., Bühler, Y., Wikstroem Jones, K., and Bartelt, P.: Release temperature, snowcover
entrainment and the thermal flow regime of snow avalanches, J. Glaciol., 61, 173–184, 2015.</mixed-citation></ref>
      <ref id="bib1.bibx32"><label>Voellmy, 1955</label><mixed-citation>
Voellmy, A.: Ueber die Zerstoerungskraft von Lawinen, Schweiz. Bauztg.,  73,
280–285;  159–162;  212–217;  246–249; 280–285, 1955.</mixed-citation></ref>
      <ref id="bib1.bibx33"><label>Voytokskiy, 1977</label><mixed-citation> Voytkovskiy, K. F.: Mekhanicheskiye svoystva snega,
Mechanical properties of snow, translated by: Bartelt, C. E., Sibirskoye Otdeleniye,
Institut Merzlotovedeniya, Nauka, Moscow, 1977.</mixed-citation></ref>

  </ref-list><app-group content-type="float"><app><title/>

<?xmltex \floatpos{t}?><table-wrap id="App1.Ch1.T1"><caption><p>Summary of the snow and meteorological conditions in the four cases studies at the
estimated release time. Note the first data section corresponds to direct measurements from the automatic weather station (AT, New Snow, SST and <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mtext>SST</mml:mtext><mml:mrow><mml:mn>12</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">h</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>). The second section contains simulated data from SNOWPACK calculations <xref ref-type="bibr" rid="bib1.bibx1 bib1.bibx19" id="paren.31"/>.</p></caption><oasis:table frame="topbot"><?xmltex \begin{scaleboxenv}{.9}[.9]?><oasis:tgroup cols="5">
     <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:colspec colnum="4" colname="col4" align="center"/>
     <oasis:colspec colnum="5" colname="col5" align="center"/>
     <oasis:thead>
       <oasis:row>  
         <oasis:entry colname="col1">Parameter</oasis:entry>  
         <oasis:entry colname="col2">BN-1</oasis:entry>  
         <oasis:entry colname="col3">LGW-2</oasis:entry>  
         <oasis:entry colname="col4">CG-1</oasis:entry>  
         <oasis:entry colname="col5">CCHN-3</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">Simulation</oasis:entry>  
         <oasis:entry colname="col3">Simulation</oasis:entry>  
         <oasis:entry colname="col4">Simulations</oasis:entry>  
         <oasis:entry colname="col5">Simulation</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>  
         <oasis:entry colname="col1">Air temperature AT (<inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col2">7.8</oasis:entry>  
         <oasis:entry colname="col3">8.3</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>3.0</oasis:entry>  
         <oasis:entry colname="col5">3.7</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">New snow<inline-formula><mml:math display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mn>72</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">h</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> (m)</oasis:entry>  
         <oasis:entry colname="col2">0.28</oasis:entry>  
         <oasis:entry colname="col3">0.28</oasis:entry>  
         <oasis:entry colname="col4">0.4</oasis:entry>  
         <oasis:entry colname="col5">0</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Snow surface temperature SST (<inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col2"><inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.2</oasis:entry>  
         <oasis:entry colname="col3"><inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.08</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>1.1</oasis:entry>  
         <oasis:entry colname="col5"><inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>2.1</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"><inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mtext>SST</mml:mtext><mml:mrow><mml:mn>12</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">h</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> (<inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></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></oasis:entry>  
         <oasis:entry colname="col2">9.2</oasis:entry>  
         <oasis:entry colname="col3">5.2</oasis:entry>  
         <oasis:entry colname="col4">11.8</oasis:entry>  
         <oasis:entry colname="col5">16.17</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Snow release temperature (<inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col2"><inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.9</oasis:entry>  
         <oasis:entry colname="col3"><inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.9</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.5</oasis:entry>  
         <oasis:entry colname="col5"><inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.8</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Net energy flux<inline-formula><mml:math display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mn>12</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">h</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> (W <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col2">73.55</oasis:entry>  
         <oasis:entry colname="col3">71.55</oasis:entry>  
         <oasis:entry colname="col4">79.95</oasis:entry>  
         <oasis:entry colname="col5">324.22</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Snow water content SWC (mm <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col2">0.9</oasis:entry>  
         <oasis:entry colname="col3">0.85</oasis:entry>  
         <oasis:entry colname="col4">1.07</oasis:entry>  
         <oasis:entry colname="col5">0.12</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Snow density (kg <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col2">240</oasis:entry>  
         <oasis:entry colname="col3">235</oasis:entry>  
         <oasis:entry colname="col4">185</oasis:entry>  
         <oasis:entry colname="col5">190</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup><?xmltex \end{scaleboxenv}?></oasis:table><?xmltex \begin{scaleboxenv}{.9}[.9]?><table-wrap-foot><p><?xmltex \hack{\vspace*{2mm}}?>
<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mtext>SST</mml:mtext><mml:mrow><mml:mn>12</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">h</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is the change in snow surface temperature in the last 12 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">h</mml:mi></mml:math></inline-formula> before the avalanche released.</p></table-wrap-foot><?xmltex \end{scaleboxenv}?></table-wrap>

<?xmltex \floatpos{t}?><table-wrap id="App1.Ch1.T2"><caption><p>Summary of input and simulation parameters for the four calculations examples.</p></caption><oasis:table frame="topbot"><?xmltex \begin{scaleboxenv}{.8}[.8]?><oasis:tgroup cols="5">
     <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:colspec colnum="4" colname="col4" align="center"/>
     <oasis:colspec colnum="5" colname="col5" align="center"/>
     <oasis:thead>
       <oasis:row>  
         <oasis:entry colname="col1">Parameter<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="col2">BN-1</oasis:entry>  
         <oasis:entry colname="col3">LGW-2</oasis:entry>  
         <oasis:entry colname="col4">CG-1</oasis:entry>  
         <oasis:entry colname="col5">CCHN-3</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">Simulation</oasis:entry>  
         <oasis:entry colname="col3">Simulation</oasis:entry>  
         <oasis:entry colname="col4">Simulation</oasis:entry>  
         <oasis:entry colname="col5">Simulation</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>  
         <oasis:entry colname="col1">Grid size</oasis:entry>  
         <oasis:entry colname="col2">2 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col3">2 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col4">2 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">2 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"><inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">μ</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col2"><inline-formula><mml:math display="inline"><mml:mn>0.55</mml:mn></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col3"><inline-formula><mml:math display="inline"><mml:mn>0.55</mml:mn></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mn>0.55</mml:mn></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5"><inline-formula><mml:math display="inline"><mml:mn>0.55</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Cohesion <inline-formula><mml:math display="inline"><mml:mi>C</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col2"><inline-formula><mml:math display="inline"><mml:mn>50</mml:mn></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">Pa</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col3"><inline-formula><mml:math display="inline"><mml:mn>50</mml:mn></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">Pa</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mn>60</mml:mn></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">Pa</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5"><inline-formula><mml:math display="inline"><mml:mn>60</mml:mn></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">Pa</mml:mi></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"><inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">ξ</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col2">1300 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col3">1300 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col4">1300 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">1300 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"><inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col2">0.07</oasis:entry>  
         <oasis:entry colname="col3">0.08</oasis:entry>  
         <oasis:entry colname="col4">0.08</oasis:entry>  
         <oasis:entry colname="col5">0.08</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"><inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">β</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col2">1.0</oasis:entry>  
         <oasis:entry colname="col3">1.0</oasis:entry>  
         <oasis:entry colname="col4">1.0</oasis:entry>  
         <oasis:entry colname="col5">1.0</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"><inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col2">248 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col3">326 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col4">679 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">130 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"><inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col2">0.40 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col3">0.30 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col4">0.40 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">0.30 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Snow Water content (SWC<inline-formula><mml:math display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col2">0.95 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">mm</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">m</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></oasis:entry>  
         <oasis:entry colname="col3">0.85 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">mm</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">m</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></oasis:entry>  
         <oasis:entry colname="col4">1 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">mm</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">m</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></oasis:entry>  
         <oasis:entry colname="col5">0 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">mm</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">m</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></oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"><inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi mathvariant="normal">Σ</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col2">240 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col3">235 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col4">300 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">250 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">kg</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"><inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">Σ</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col2"><inline-formula><mml:math display="inline"><mml:mrow><mml:mn>0.40</mml:mn><mml:mo>-</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mn>0.05</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col3"><inline-formula><mml:math display="inline"><mml:mrow><mml:mn>0.30</mml:mn><mml:mo>-</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mn>0.05</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math display="inline"><mml:mrow><mml:mn>0.40</mml:mn><mml:mo>-</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mn>0.07</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5"><inline-formula><mml:math display="inline"><mml:mrow><mml:mn>0.30</mml:mn><mml:mo>-</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mn>0.05</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"><inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col2">0 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col3">0 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col4">0 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">0 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"><inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">Σ</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col2">0 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col3">0 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col4">0 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">0 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Snow Water content (SWC<inline-formula><mml:math display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">Σ</mml:mi></mml:msub></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col2">1 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">mm</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col3">1 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">mm</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col4">1 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">mm</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">0.5 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">mm</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Ratio (Final volume<inline-formula><mml:math display="inline"><mml:mo>/</mml:mo></mml:math></inline-formula>Release volume)</oasis:entry>  
         <oasis:entry colname="col2">64</oasis:entry>  
         <oasis:entry colname="col3">45</oasis:entry>  
         <oasis:entry colname="col4">20</oasis:entry>  
         <oasis:entry colname="col5">28</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup><?xmltex \end{scaleboxenv}?></oasis:table><?xmltex \begin{scaleboxenv}{.8}[.8]?><table-wrap-foot><p><?xmltex \hack{\vspace*{2mm}}?>
<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula> Parameters with the sub index “0” denote fields related with the release mass.
Parameters with the sub index “<inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">Σ</mml:mi></mml:math></inline-formula>” denote fields related with the eroded mass.
<inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">Σ</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> denotes the amount of eroded snow, the first quantity shows the eroded mass at the altitude of the release. The
quantity coming with <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">Δ</mml:mi></mml:math></inline-formula> shows the decrease of eroded mass per 100 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula> of
altitude. <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> denotes the fracture height at the released.</p></table-wrap-foot><?xmltex \end{scaleboxenv}?></table-wrap>

      <fig id="App1.Ch1.F1"><caption><p>Location overview from the four avalanche simulations. The red line notes the main
industrial road. The snow flake on the bottom right corner indicates the exact position
from the automatic weather station. “Lagunitas” meteo building is located at valley
bottom at 2700 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">a</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">s</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">l</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula> Image captured from Google Earth.</p></caption>
      <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://nhess.copernicus.org/preprints/3/2883/2015/nhessd-3-2883-2015-f01.jpg"/>

    </fig>

      <fig id="App1.Ch1.F2"><caption><p>Avalanche deposits:  <bold>(a)</bold> CCHN-3, <bold>(b)</bold> CG-1 and <bold>(c)</bold> BN-1.
The outline, height and volume of the deposits was measured by the winter operation
crew immediately after the industrial road was open.</p></caption>
      <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://nhess.copernicus.org/preprints/3/2883/2015/nhessd-3-2883-2015-f02.jpg"/>

    </fig>

      <fig id="App1.Ch1.F3"><caption><p><bold>(a)</bold> CCHN-3 avalanche picture taken from the helicopter the day after the release.
The point release was on the top the steep gully on a rock face. The avalanche crossed the
industrial road (see Fig. <xref ref-type="fig" rid="App1.Ch1.F8"/>a). <bold>(b)</bold> Maximum flow height simulation. The
model estimated correctly the run out distance and the avalanche deposits.</p></caption>
      <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://nhess.copernicus.org/preprints/3/2883/2015/nhessd-3-2883-2015-f03.jpg"/>

    </fig>

      <fig id="App1.Ch1.F4"><caption><p><bold>(a)</bold> Avalanche path CG-1. Image taken from the helicopter the day after the release.
The avalanche stopped eroding snow at 2900 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">a</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">s</mml:mi><mml:mo>.</mml:mo><mml:mi mathvariant="normal">l</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula> but kept flowing till reaching
the valley bottom over a gravel surface. <bold>(b)</bold> Maximum flow height simulation. The
model estimated correctly the run out distance and avalanche outline and volume.</p></caption>
      <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://nhess.copernicus.org/preprints/3/2883/2015/nhessd-3-2883-2015-f04.jpg"/>

    </fig>

      <fig id="App1.Ch1.F5"><caption><p><bold>(a)</bold> Avalanche LGW-2 picture taken from the valley bottom. The avalanche
released below a rock band and spread over the slope flowing over two rock bands
before reaching a secondary road at the valley bottom. Top left shows a closer view
from the release point. <bold>(b)</bold> Flow height simulation. The model calculated
correctly the three avalanche arms getting an accurate avalanche outline simulation.
Avalanche run-out distance, avalanche outline and avalanche spreading angle were
correctly calculated by the model. On the top left a closer view with the calculated
release area (in red) is shown.</p></caption>
      <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://nhess.copernicus.org/preprints/3/2883/2015/nhessd-3-2883-2015-f05.jpg"/>

    </fig>

      <fig id="App1.Ch1.F6"><caption><p><bold>(a)</bold> Picture from the BN-1 avalanche taken from the “Lagunitas” meteo building
some minutes after it happened. The avalanche crossed a secondary industrial road reaching
the avalanche deposits 4 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">m</mml:mi></mml:math></inline-formula> of snow at the road (see Fig. 2c). On the
top left closer view from the point release. <bold>(b)</bold> Flow height simulations
from the BN-1 avalanche. The model calculated accurately the avalanche run out
distance, the avalanche outline including the curve done by the avalanche on half
way from the avalanche path and the avalanche spreading angle. On the top left the
calculated released area (in red) is shown.</p></caption>
      <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://nhess.copernicus.org/preprints/3/2883/2015/nhessd-3-2883-2015-f06.jpg"/>

    </fig>

      <fig id="App1.Ch1.F7"><caption><p>Temperature and melt water production calculations for the four case studies. The
avalanches temperature keep close to 0 <inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> or constant equals zero
during the whole avalanche simulation. Release temperatures and entrainment
temperatures were close to zero in the four case studies, therefore the model immediately
started melting snow into water. The model calculated from 0.5 till 3 <inline-formula><mml:math display="inline"><mml:mrow><mml:mi mathvariant="normal">mm</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>
of melt water production in the four case studies.</p></caption>
      <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://nhess.copernicus.org/preprints/3/2883/2015/nhessd-3-2883-2015-f07.jpg"/>

    </fig>

      <fig id="App1.Ch1.F8"><caption><p>Ratio between the avalanche flowing volume and the initial release
volume. The <inline-formula><mml:math display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> axis show the avalanche time since the release till
the last mass unit stopped. In the four case studies the ratio between
the final volume and the initial released volume is between 20 and 60
times.</p></caption>
      <?xmltex \igopts{width=199.169291pt}?><graphic xlink:href="https://nhess.copernicus.org/preprints/3/2883/2015/nhessd-3-2883-2015-f08.jpg"/>

    </fig>

      <fig id="App1.Ch1.F9"><caption><p>Avalanche volume calculations for the four case studies. The <inline-formula><mml:math display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> axis show the avalanche
time since the release till the last unit of mass stopped. Flat curves show time when the
avalanches were not entrainning additional snow, (cases CG-1 and CCHN-3).</p></caption>
      <?xmltex \igopts{width=199.169291pt}?><graphic xlink:href="https://nhess.copernicus.org/preprints/3/2883/2015/nhessd-3-2883-2015-f09.png"/>

    </fig>

      <fig id="App1.Ch1.F10"><caption><p>Calculated maximum velocities of the LGW-2 avalanche <bold>(a)</bold> and of the BN-1 avalanche <bold>(b)</bold>.</p></caption>
      <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://nhess.copernicus.org/preprints/3/2883/2015/nhessd-3-2883-2015-f10.png"/>

    </fig>

    </app></app-group></back>
    </article>
