<?xml version='1.0' encoding='utf-8'?>
<eprints xmlns='http://eprints.org/ep2/data/2.0'>
  <eprint id='https://pure.iiasa.ac.at/id/eprint/17806'>
    <eprintid>17806</eprintid>
    <rev_number>6</rev_number>
    <documents>
      <document id='https://pure.iiasa.ac.at/id/document/96901'>
        <docid>96901</docid>
        <rev_number>2</rev_number>
        <files>
          <file id='https://pure.iiasa.ac.at/id/file/298548'>
            <fileid>298548</fileid>
            <datasetid>document</datasetid>
            <objectid>96901</objectid>
            <filename>sustainability-14-01430-v2.pdf</filename>
            <mime_type>application/pdf</mime_type>
            <hash>4e5534c8216b25eb0fb52c69087ccf0c</hash>
            <hash_type>MD5</hash_type>
            <filesize>473175</filesize>
            <mtime>2022-02-21 07:45:31</mtime>
            <url>https://pure.iiasa.ac.at/id/eprint/17806/1/sustainability-14-01430-v2.pdf</url>
          </file>
        </files>
        <eprintid>17806</eprintid>
        <pos>1</pos>
        <placement>1</placement>
        <mime_type>application/pdf</mime_type>
        <format>text</format>
        <language>en</language>
        <security>public</security>
        <license>cc_by_4</license>
        <main>sustainability-14-01430-v2.pdf</main>
        <content>published</content>
      </document>
      <document id='https://pure.iiasa.ac.at/id/document/96903'>
        <docid>96903</docid>
        <rev_number>2</rev_number>
        <files>
          <file id='https://pure.iiasa.ac.at/id/file/298560'>
            <fileid>298560</fileid>
            <datasetid>document</datasetid>
            <objectid>96903</objectid>
            <filename>lightbox.jpg</filename>
            <mime_type>image/png</mime_type>
            <hash>b5aa2eac168bc5a9a30be3888a651d32</hash>
            <hash_type>MD5</hash_type>
            <filesize>54261</filesize>
            <mtime>2022-02-21 08:15:52</mtime>
            <url>https://pure.iiasa.ac.at/id/eprint/17806/2/lightbox.jpg</url>
          </file>
        </files>
        <eprintid>17806</eprintid>
        <pos>2</pos>
        <placement>2</placement>
        <mime_type>image/png</mime_type>
        <format>other</format>
        <formatdesc>Thumbnails conversion from text to thumbnail_lightbox</formatdesc>
        <language>en</language>
        <security>public</security>
        <main>lightbox.jpg</main>
        <relation>
          <item>
            <type>http://eprints.org/relation/isVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/96901</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/isVolatileVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/96901</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/islightboxThumbnailVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/96901</uri>
          </item>
        </relation>
      </document>
      <document id='https://pure.iiasa.ac.at/id/document/96904'>
        <docid>96904</docid>
        <rev_number>2</rev_number>
        <files>
          <file id='https://pure.iiasa.ac.at/id/file/298561'>
            <fileid>298561</fileid>
            <datasetid>document</datasetid>
            <objectid>96904</objectid>
            <filename>preview.jpg</filename>
            <mime_type>image/png</mime_type>
            <hash>767ed188080dbb6f31e1841831778fa3</hash>
            <hash_type>MD5</hash_type>
            <filesize>22200</filesize>
            <mtime>2022-02-21 08:15:53</mtime>
            <url>https://pure.iiasa.ac.at/id/eprint/17806/3/preview.jpg</url>
          </file>
        </files>
        <eprintid>17806</eprintid>
        <pos>3</pos>
        <placement>3</placement>
        <mime_type>image/png</mime_type>
        <format>other</format>
        <formatdesc>Thumbnails conversion from text to thumbnail_preview</formatdesc>
        <language>en</language>
        <security>public</security>
        <main>preview.jpg</main>
        <relation>
          <item>
            <type>http://eprints.org/relation/isVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/96901</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/isVolatileVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/96901</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/ispreviewThumbnailVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/96901</uri>
          </item>
        </relation>
      </document>
      <document id='https://pure.iiasa.ac.at/id/document/96905'>
        <docid>96905</docid>
        <rev_number>2</rev_number>
        <files>
          <file id='https://pure.iiasa.ac.at/id/file/298562'>
            <fileid>298562</fileid>
            <datasetid>document</datasetid>
            <objectid>96905</objectid>
            <filename>medium.jpg</filename>
            <mime_type>image/png</mime_type>
            <hash>4b1575e36108767baec642c6a409f16d</hash>
            <hash_type>MD5</hash_type>
            <filesize>6775</filesize>
            <mtime>2022-02-21 08:15:54</mtime>
            <url>https://pure.iiasa.ac.at/id/eprint/17806/4/medium.jpg</url>
          </file>
        </files>
        <eprintid>17806</eprintid>
        <pos>4</pos>
        <placement>4</placement>
        <mime_type>image/png</mime_type>
        <format>other</format>
        <formatdesc>Thumbnails conversion from text to thumbnail_medium</formatdesc>
        <language>en</language>
        <security>public</security>
        <main>medium.jpg</main>
        <relation>
          <item>
            <type>http://eprints.org/relation/isVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/96901</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/isVolatileVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/96901</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/ismediumThumbnailVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/96901</uri>
          </item>
        </relation>
      </document>
      <document id='https://pure.iiasa.ac.at/id/document/96906'>
        <docid>96906</docid>
        <rev_number>2</rev_number>
        <files>
          <file id='https://pure.iiasa.ac.at/id/file/298563'>
            <fileid>298563</fileid>
            <datasetid>document</datasetid>
            <objectid>96906</objectid>
            <filename>small.jpg</filename>
            <mime_type>image/png</mime_type>
            <hash>45664aaa9ec8904d77cc77760929a246</hash>
            <hash_type>MD5</hash_type>
            <filesize>1835</filesize>
            <mtime>2022-02-21 08:15:54</mtime>
            <url>https://pure.iiasa.ac.at/id/eprint/17806/5/small.jpg</url>
          </file>
        </files>
        <eprintid>17806</eprintid>
        <pos>5</pos>
        <placement>5</placement>
        <mime_type>image/png</mime_type>
        <format>other</format>
        <formatdesc>Thumbnails conversion from text to thumbnail_small</formatdesc>
        <language>en</language>
        <security>public</security>
        <main>small.jpg</main>
        <relation>
          <item>
            <type>http://eprints.org/relation/isVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/96901</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/isVolatileVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/96901</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/issmallThumbnailVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/96901</uri>
          </item>
        </relation>
      </document>
      <document id='https://pure.iiasa.ac.at/id/document/96907'>
        <docid>96907</docid>
        <rev_number>1</rev_number>
        <files>
          <file id='https://pure.iiasa.ac.at/id/file/298564'>
            <fileid>298564</fileid>
            <datasetid>document</datasetid>
            <objectid>96907</objectid>
            <filename>indexcodes.txt</filename>
            <mime_type>text/x-asm</mime_type>
            <hash>c50e78c2ac49b3fc60eb6e3eb976a34e</hash>
            <hash_type>MD5</hash_type>
            <filesize>11388</filesize>
            <mtime>2022-02-21 08:16:01</mtime>
            <url>https://pure.iiasa.ac.at/id/eprint/17806/6/indexcodes.txt</url>
          </file>
        </files>
        <eprintid>17806</eprintid>
        <pos>6</pos>
        <placement>6</placement>
        <mime_type>text/x-asm</mime_type>
        <format>other</format>
        <formatdesc>Generate index codes conversion from text to indexcodes</formatdesc>
        <language>en</language>
        <security>public</security>
        <main>indexcodes.txt</main>
        <relation>
          <item>
            <type>http://eprints.org/relation/isVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/96901</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/isVolatileVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/96901</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/isIndexCodesVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/96901</uri>
          </item>
        </relation>
      </document>
    </documents>
    <eprint_status>archive</eprint_status>
    <userid>353</userid>
    <dir>disk0/00/01/78/06</dir>
    <datestamp>2022-02-21 08:07:35</datestamp>
    <lastmod>2022-02-21 08:07:35</lastmod>
    <status_changed>2022-02-21 08:07:35</status_changed>
    <type>article</type>
    <metadata_visibility>show</metadata_visibility>
    <creators>
      <item>
        <name>
          <family>Ermolieva</family>
          <given>T.</given>
        </name>
        <id>7638</id>
      </item>
      <item>
        <name>
          <family>Havlik</family>
          <given>P.</given>
        </name>
        <id>1868</id>
        <orcid>0000-0001-5551-5085</orcid>
      </item>
      <item>
        <name>
          <family>Frank</family>
          <given>S.</given>
        </name>
        <id>1944</id>
        <orcid>0000-0001-5702-8547</orcid>
      </item>
      <item>
        <name>
          <family>Kahil</family>
          <given>T.</given>
        </name>
        <id>2103</id>
        <orcid>0000-0002-7812-5271</orcid>
      </item>
      <item>
        <name>
          <family>Balkovič</family>
          <given>J.</given>
        </name>
        <id>1977</id>
        <orcid>0000-0003-2955-4931</orcid>
      </item>
      <item>
        <name>
          <family>Skalský</family>
          <given>R.</given>
        </name>
        <id>1986</id>
        <orcid>0000-0002-0983-6897</orcid>
      </item>
      <item>
        <name>
          <family>Ermoliev</family>
          <given>Y.</given>
        </name>
        <id>1445</id>
      </item>
      <item>
        <name>
          <family>Knopov</family>
          <given>P.S.</given>
        </name>
      </item>
      <item>
        <name>
          <family>Borodina</family>
          <given>O.M.</given>
        </name>
      </item>
      <item>
        <name>
          <family>Gorbachuk</family>
          <given>V.M.</given>
        </name>
      </item>
    </creators>
    <title>A Risk-Informed Decision-Making Framework for Climate Change Adaptation through Robust Land Use and Irrigation Planning</title>
    <ispublished>pub</ispublished>
    <divisions>
      <item>ASA</item>
      <item>CAT</item>
      <item>EM</item>
      <item>BNR</item>
      <item>AFE</item>
      <item>IBF</item>
      <item>WAT</item>
    </divisions>
    <keywords>climate change; systemic risks; robust land use and irrigation; robust anticipative and adaptive decisions; two-stage STO; safety constraints; VaR and CVaR risk measures</keywords>
    <abstract>Uncertainty and variability are key challenges for climate change adaptation planning. In the face of uncertainty, decision-making can be addressed in two interdependent stages: make only partial ex ante anticipative actions to keep options open until new information is revealed, and adapt the first-stage decisions with respect to newly acquired information. This decision-making approach corresponds to the two-stage stochastic optimization (STO) incorporating both anticipative ex ante and adaptive ex post decisions within a single model. This paper develops a two-stage STO model for climate change adaptation through robust land use and irrigation planning under conditions of uncertain water supply. The model identifies the differences between decision-making in the cases of perfect information, full uncertainty, and two-stage STO from the perspective of learning about uncertainty. Two-stage anticipative and adaptive decision-making with safety constraints provides risk-informed decisions characterized by quantile-based Value-at-Risk and Conditional Value-at-Risk risk measures. The ratio between the ex ante and ex post costs and the shape of uncertainty determine the balance between the anticipative and adaptive decisions. Selected numerical results illustrate that the alteration of the ex ante agricultural production costs can affect crop production, management technologies, and natural resource utilization.</abstract>
    <date>2022-01-26</date>
    <date_type>published</date_type>
    <publisher>Molecular Diversity Preservation International (MDPI)</publisher>
    <id_number>10.3390/su14031430</id_number>
    <creators_browse_id>
      <item>83</item>
      <item>119</item>
      <item>94</item>
      <item>142</item>
      <item>23</item>
      <item>287</item>
      <item>338</item>
    </creators_browse_id>
    <full_text_status>public</full_text_status>
    <publication>Sustainability</publication>
    <volume>14</volume>
    <number>3</number>
    <pagerange>1430</pagerange>
    <refereed>TRUE</refereed>
    <issn>2071-1050</issn>
    <fp7_project>no</fp7_project>
    <fp7_type>info:eu-repo/semantics/article</fp7_type>
  </eprint>
</eprints>
