<?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/15356'>
    <eprintid>15356</eprintid>
    <rev_number>15</rev_number>
    <documents>
      <document id='https://pure.iiasa.ac.at/id/document/84571'>
        <docid>84571</docid>
        <rev_number>2</rev_number>
        <files>
          <file id='https://pure.iiasa.ac.at/id/file/237624'>
            <fileid>237624</fileid>
            <datasetid>document</datasetid>
            <objectid>84571</objectid>
            <filename>forests-09-00389.pdf</filename>
            <mime_type>application/pdf</mime_type>
            <hash>835bb02c69bf89bbbbe87b1eddd5151a</hash>
            <hash_type>MD5</hash_type>
            <filesize>11973215</filesize>
            <mtime>2018-07-02 10:42:45</mtime>
            <url>https://pure.iiasa.ac.at/id/eprint/15356/1/forests-09-00389.pdf</url>
          </file>
        </files>
        <eprintid>15356</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>forests-09-00389.pdf</main>
        <content>published</content>
      </document>
      <document id='https://pure.iiasa.ac.at/id/document/84572'>
        <docid>84572</docid>
        <rev_number>2</rev_number>
        <files>
          <file id='https://pure.iiasa.ac.at/id/file/237632'>
            <fileid>237632</fileid>
            <datasetid>document</datasetid>
            <objectid>84572</objectid>
            <filename>lightbox.jpg</filename>
            <mime_type>image/png</mime_type>
            <hash>d30a6f4a1924dc84d34649f74352b1d6</hash>
            <hash_type>MD5</hash_type>
            <filesize>48924</filesize>
            <mtime>2018-07-02 10:52:49</mtime>
            <url>https://pure.iiasa.ac.at/id/eprint/15356/2/lightbox.jpg</url>
          </file>
        </files>
        <eprintid>15356</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/84571</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/isVolatileVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/84571</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/islightboxThumbnailVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/84571</uri>
          </item>
        </relation>
      </document>
      <document id='https://pure.iiasa.ac.at/id/document/84573'>
        <docid>84573</docid>
        <rev_number>2</rev_number>
        <files>
          <file id='https://pure.iiasa.ac.at/id/file/237633'>
            <fileid>237633</fileid>
            <datasetid>document</datasetid>
            <objectid>84573</objectid>
            <filename>preview.jpg</filename>
            <mime_type>image/png</mime_type>
            <hash>2e87fdaa9d4690d1582eadd79dc6a6bf</hash>
            <hash_type>MD5</hash_type>
            <filesize>19193</filesize>
            <mtime>2018-07-02 10:52:51</mtime>
            <url>https://pure.iiasa.ac.at/id/eprint/15356/3/preview.jpg</url>
          </file>
        </files>
        <eprintid>15356</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/84571</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/isVolatileVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/84571</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/ispreviewThumbnailVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/84571</uri>
          </item>
        </relation>
      </document>
      <document id='https://pure.iiasa.ac.at/id/document/84574'>
        <docid>84574</docid>
        <rev_number>2</rev_number>
        <files>
          <file id='https://pure.iiasa.ac.at/id/file/237634'>
            <fileid>237634</fileid>
            <datasetid>document</datasetid>
            <objectid>84574</objectid>
            <filename>medium.jpg</filename>
            <mime_type>image/png</mime_type>
            <hash>1fd6a4e614a5b2983d2f01444b07edec</hash>
            <hash_type>MD5</hash_type>
            <filesize>6105</filesize>
            <mtime>2018-07-02 10:52:53</mtime>
            <url>https://pure.iiasa.ac.at/id/eprint/15356/4/medium.jpg</url>
          </file>
        </files>
        <eprintid>15356</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/84571</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/isVolatileVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/84571</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/ismediumThumbnailVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/84571</uri>
          </item>
        </relation>
      </document>
      <document id='https://pure.iiasa.ac.at/id/document/84575'>
        <docid>84575</docid>
        <rev_number>2</rev_number>
        <files>
          <file id='https://pure.iiasa.ac.at/id/file/237635'>
            <fileid>237635</fileid>
            <datasetid>document</datasetid>
            <objectid>84575</objectid>
            <filename>small.jpg</filename>
            <mime_type>image/png</mime_type>
            <hash>1e17751abc3a1cc21212a25eab0d8976</hash>
            <hash_type>MD5</hash_type>
            <filesize>1777</filesize>
            <mtime>2018-07-02 10:52:54</mtime>
            <url>https://pure.iiasa.ac.at/id/eprint/15356/5/small.jpg</url>
          </file>
        </files>
        <eprintid>15356</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/84571</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/isVolatileVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/84571</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/issmallThumbnailVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/84571</uri>
          </item>
        </relation>
      </document>
      <document id='https://pure.iiasa.ac.at/id/document/84576'>
        <docid>84576</docid>
        <rev_number>1</rev_number>
        <files>
          <file id='https://pure.iiasa.ac.at/id/file/237636'>
            <fileid>237636</fileid>
            <datasetid>document</datasetid>
            <objectid>84576</objectid>
            <filename>indexcodes.txt</filename>
            <mime_type>text/x-c++</mime_type>
            <hash>8cb71200320f50601001f8ea551830d1</hash>
            <hash_type>MD5</hash_type>
            <filesize>17849</filesize>
            <mtime>2018-07-02 10:53:03</mtime>
            <url>https://pure.iiasa.ac.at/id/eprint/15356/6/indexcodes.txt</url>
          </file>
        </files>
        <eprintid>15356</eprintid>
        <pos>6</pos>
        <placement>6</placement>
        <mime_type>text/x-c++</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/84571</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/isVolatileVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/84571</uri>
          </item>
          <item>
            <type>http://eprints.org/relation/isIndexCodesVersionOf</type>
            <uri>https://pure.iiasa.ac.at/id/document/84571</uri>
          </item>
        </relation>
      </document>
    </documents>
    <eprint_status>archive</eprint_status>
    <userid>353</userid>
    <dir>disk0/00/01/53/56</dir>
    <datestamp>2018-07-02 10:47:22</datestamp>
    <lastmod>2021-08-27 17:30:31</lastmod>
    <status_changed>2018-07-02 10:47:22</status_changed>
    <type>article</type>
    <metadata_visibility>show</metadata_visibility>
    <item_issues_count></item_issues_count>
    <creators>
      <item>
        <name>
          <family>Hadi</family>
        </name>
      </item>
      <item>
        <name>
          <family>Krasovskii</family>
          <given>A.</given>
        </name>
        <id>8266</id>
        <orcid>0000-0003-0940-9366</orcid>
      </item>
      <item>
        <name>
          <family>Maus</family>
          <given>V.</given>
        </name>
        <id>8780</id>
        <orcid>0000-0002-7385-4723</orcid>
      </item>
      <item>
        <name>
          <family>Yowargana</family>
          <given>P.</given>
        </name>
        <id>2069</id>
      </item>
      <item>
        <name>
          <family>Pietsch</family>
          <given>S.</given>
        </name>
        <id>2054</id>
        <orcid>0000-0001-6431-2212</orcid>
      </item>
      <item>
        <name>
          <family>Rautiainen</family>
          <given>M.</given>
        </name>
      </item>
    </creators>
    <title>Monitoring Deforestation in Rainforests Using Satellite Data: A Pilot Study from Kalimantan, Indonesia</title>
    <ispublished>pub</ispublished>
    <divisions>
      <item>prog_esm</item>
    </divisions>
    <keywords>tropical; deforestation; monitoring; South East Asia; Landsat; REDD+</keywords>
    <abstract>Monitoring large forest areas is presently feasible with satellite remote sensing as opposed to time-consuming and expensive ground surveys as alternative. This study evaluated, for the first time, the potential of using freely available medium resolution (30 m) Landsat time series data for deforestation monitoring in tropical rainforests of Kalimantan, Indonesia, at sub-annual time scales. A simple, generic, data-driven algorithm for deforestation detection based on a consecutive anomalies criterion was proposed. An accuracy assessment in the spatial and the temporal domain was carried out using high-confidence reference sample pixels interpreted with the aid of multi-temporal very high spatial resolution image series. Results showed a promising spatial accuracy, when three consecutive anomalies were required to confirm a deforestation event. Recommendations in tuning the algorithm for different operational use cases were provided within the context of satisfying REDD+ requirements, depending on whether spatial accuracy or temporal accuracy need to be optimized.</abstract>
    <date>2018-07</date>
    <date_type>published</date_type>
    <publisher>MDPI</publisher>
    <id_number>10.3390/f9070389</id_number>
    <creators_browse_id>
      <item>164</item>
      <item>3138</item>
      <item>341</item>
      <item>232</item>
    </creators_browse_id>
    <full_text_status>public</full_text_status>
    <publication>Forests</publication>
    <volume>9</volume>
    <number>7</number>
    <pagerange>e389</pagerange>
    <refereed>TRUE</refereed>
    <issn>1999-4907</issn>
    <projects>
      <item>RESTORE+</item>
    </projects>
    <coversheets_dirty>FALSE</coversheets_dirty>
    <fp7_project>no</fp7_project>
    <fp7_type>info:eu-repo/semantics/article</fp7_type>
  </eprint>
</eprints>
