<?xml version="1.0" encoding="UTF-8"?><md:MetaData xmlns:md="http://www.pangaea.de/MetaData" version="2026-04-13">
<md:citation id="dataset989871">
<md:author id="dataset.author114367">
<md:lastName>Anderson</md:lastName>
<md:firstName>Christopher</md:firstName>
<md:eMail>christopher@planet.com</md:eMail>
<md:orcid>0000-0001-7392-4368</md:orcid>
<md:affiliation id="dataset.author114367.inst22544">
<md:name>Planet Labs: Satellite Imagery &amp; Earth Data Analytics</md:name>
</md:affiliation>
</md:author>
<md:author id="dataset.author114368">
<md:lastName>Marvin</md:lastName>
<md:firstName>David</md:firstName>
<md:eMail>david.marvin@planet.com</md:eMail>
<md:affiliation id="dataset.author114368.inst22544">
<md:name>Planet Labs: Satellite Imagery &amp; Earth Data Analytics</md:name>
</md:affiliation>
</md:author>
<md:year>2026</md:year>
<md:title>California Forest Observatory: Statewide Forest Monitoring Data</md:title>
<md:type id="dataset.reftype10" includeInCitation="true">dataset</md:type>
<md:URI>https://doi.org/10.1594/PANGAEA.989871</md:URI>
<md:dateTime>2026-02-09T06:20:29</md:dateTime>
</md:citation>
<md:abstract>The California Forest Observatory is a multi-year, satellite-based forest monitoring dataset designed to map vegetation fuel distributions, change dynamics, and habitat structure across the state at high resolution. In order to support contemporary and legacy wildfire modeling systems, such as FARSITE, FlamMap, ELMFire and FSIM, the surface and canopy fuel datasets match the units and definitions of the LANDFIRE fuel and fire behavior products (Rollins 2009). Many of these datasets are also commonly used in wildlife habitat mapping, including canopy height, canopy cover, and canopy layer count, a metric of vertical habitat heterogeneity. Designed to quantify the ecological patterns driving environmental and land use policy in California, the Forest Observatory could serve as a blueprint for the next generation of conservation- and technology-driven forest monitoring.</md:abstract>
<md:reference dataciteRelType="References" group="210" id="refds897276" relationType="Related to" relationTypeId="12">
<md:author id="refds897276.author67703">
<md:lastName>Brodrick</md:lastName>
<md:firstName>Philip G</md:firstName>
<md:eMail>phil.brodrick@gmail.com</md:eMail>
<md:orcid>0000-0001-9497-7661</md:orcid>
</md:author>
<md:author id="refds897276.author67704">
<md:lastName>Anderegg</md:lastName>
<md:firstName>Leander D L</md:firstName>
</md:author>
<md:author id="refds897276.author67705">
<md:lastName>Asner</md:lastName>
<md:firstName>Gregory P</md:firstName>
<md:eMail>gregasner@asu.edu</md:eMail>
<md:orcid>0000-0001-7893-6421</md:orcid>
</md:author>
<md:year>2019</md:year>
<md:title>Dry-season canopy water content maps for California vegetation from 1990-2017, link to GeoTiffs</md:title>
<md:type id="refds897276.reftype10" includeInCitation="true">dataset</md:type>
<md:URI>https://doi.org/10.1594/PANGAEA.897276</md:URI>
</md:reference>
<md:reference dataciteRelType="References" group="500" id="ref137467" relationType="References" relationTypeId="24">
<md:author id="ref137467.author114400">
<md:lastName>Brunk</md:lastName>
<md:firstName>Kristin M</md:firstName>
<md:orcid>0000-0002-4430-3260</md:orcid>
</md:author>
<md:author id="ref137467.author114399">
<md:lastName>Gutiérrez</md:lastName>
<md:firstName>R J</md:firstName>
</md:author>
<md:author id="ref137467.author114387">
<md:lastName>Peery</md:lastName>
<md:firstName>M Zachariah</md:firstName>
</md:author>
<md:author id="ref137467.author114372">
<md:lastName>Cansler</md:lastName>
<md:firstName>C Alina</md:firstName>
</md:author>
<md:author id="ref137467.author114401">
<md:lastName>Kahl</md:lastName>
<md:firstName>Stefan</md:firstName>
</md:author>
<md:author id="ref137467.author114402">
<md:lastName>Wood</md:lastName>
<md:firstName>Connor M</md:firstName>
</md:author>
<md:year>2023</md:year>
<md:title>Quail on fire: changing fire regimes may benefit mountain quail in fire-adapted forests</md:title>
<md:type id="ref137467.reftype1">journal article</md:type>
<md:source id="ref137467.journal17490" type="journal">Fire Ecology</md:source>
<md:volume>19(1)</md:volume>
<md:URI>https://doi.org/10.1186/s42408-023-00180-9</md:URI>
<md:pages>19</md:pages>
</md:reference>
<md:reference dataciteRelType="References" group="500" id="ref137462" relationType="References" relationTypeId="24">
<md:author id="ref137462.author114369">
<md:lastName>Chamberlain</md:lastName>
<md:firstName>Caden P</md:firstName>
<md:orcid>0000-0002-8743-7525</md:orcid>
</md:author>
<md:author id="ref137462.author114370">
<md:lastName>Cova</md:lastName>
<md:firstName>Gina R</md:firstName>
<md:orcid>0000-0001-5901-013X</md:orcid>
</md:author>
<md:author id="ref137462.author114371">
<md:lastName>Kane</md:lastName>
<md:firstName>Van R</md:firstName>
<md:orcid>0000-0002-0792-4850</md:orcid>
</md:author>
<md:author id="ref137462.author114372">
<md:lastName>Cansler</md:lastName>
<md:firstName>C Alina</md:firstName>
</md:author>
<md:author id="ref137462.author114373">
<md:lastName>Kane</md:lastName>
<md:firstName>Jonathan T</md:firstName>
</md:author>
<md:author id="ref137462.author114374">
<md:lastName>Bartl-Geller</md:lastName>
<md:firstName>Bryce N</md:firstName>
</md:author>
<md:author id="ref137462.author114375">
<md:lastName>van Wagtendonk</md:lastName>
<md:firstName>Liz</md:firstName>
<md:orcid>0009-0006-5816-0316</md:orcid>
</md:author>
<md:author id="ref137462.author114376">
<md:lastName>Jeronimo</md:lastName>
<md:firstName>Sean M A</md:firstName>
</md:author>
<md:author id="ref137462.author114377">
<md:lastName>Stine</md:lastName>
<md:firstName>Peter</md:firstName>
</md:author>
<md:author id="ref137462.author114378">
<md:lastName>North</md:lastName>
<md:firstName>Malcolm P</md:firstName>
</md:author>
<md:year>2023</md:year>
<md:title>Sierra Nevada reference conditions: A dataset of contemporary reference sites and corresponding remote sensing-derived forest structure metrics for yellow pine and mixed-conifer forests</md:title>
<md:type id="ref137462.reftype1">journal article</md:type>
<md:source id="ref137462.journal16787" type="journal">Data in Brief</md:source>
<md:volume>51</md:volume>
<md:URI>https://doi.org/10.1016/j.dib.2023.109807</md:URI>
<md:pages>109807</md:pages>
</md:reference>
<md:reference dataciteRelType="References" group="500" id="ref137463" relationType="References" relationTypeId="24">
<md:author id="ref137463.author76937">
<md:lastName>Herbert</md:lastName>
<md:firstName>Claudia</md:firstName>
<md:eMail>c.herbert@em.uni-frankfurt.de</md:eMail>
</md:author>
<md:author id="ref137463.author114379">
<md:lastName>Haya</md:lastName>
<md:firstName>Barbara K</md:firstName>
</md:author>
<md:author id="ref137463.author114380">
<md:lastName>Stephens</md:lastName>
<md:firstName>Scott L</md:firstName>
</md:author>
<md:author id="ref137463.author114381">
<md:lastName>Butsic</md:lastName>
<md:firstName>Van</md:firstName>
</md:author>
<md:year>2022</md:year>
<md:title>Managing nature-based solutions in fire-prone ecosystems: Competing management objectives in California forests evaluated at a landscape scale</md:title>
<md:type id="ref137463.reftype1">journal article</md:type>
<md:source id="ref137463.journal17074" type="journal">Frontiers in Forests and Global Change</md:source>
<md:volume>5</md:volume>
<md:URI>https://doi.org/10.3389/ffgc.2022.957189</md:URI>
<md:pages>957189</md:pages>
</md:reference>
<md:reference dataciteRelType="References" group="500" id="ref137696" relationType="References" relationTypeId="24">
<md:author id="ref137696.author114695">
<md:lastName>Manley</md:lastName>
<md:firstName>Patricia N</md:firstName>
</md:author>
<md:author id="ref137696.author114696">
<md:lastName>Povak</md:lastName>
<md:firstName>Nicholas A</md:firstName>
</md:author>
<md:author id="ref137696.author114697">
<md:lastName>Wilson</md:lastName>
<md:firstName>Kristen N</md:firstName>
</md:author>
<md:author id="ref137696.author114698">
<md:lastName>Fairweather</md:lastName>
<md:firstName>Mary Lou</md:firstName>
</md:author>
<md:author id="ref137696.author114699">
<md:lastName>Griffey</md:lastName>
<md:firstName>Vivian</md:firstName>
</md:author>
<md:author id="ref137696.author114700">
<md:lastName>Long</md:lastName>
<md:firstName>Linda L</md:firstName>
</md:author>
<md:year>2023</md:year>
<md:title>Blueprint for resilience: the Tahoe-Central Sierra Initiative</md:title>
<md:type id="ref137696.reftype2">report</md:type>
<md:source>U.S. Department of Agriculture, Forest Service, Pacific Southwest Research Station</md:source>
<md:URI>https://doi.org/10.2737/psw-gtr-277</md:URI>
</md:reference>
<md:reference dataciteRelType="References" group="500" id="ref137465" relationType="References" relationTypeId="24">
<md:author id="ref137465.author114388">
<md:lastName>McGinn</md:lastName>
<md:firstName>Kate A</md:firstName>
</md:author>
<md:author id="ref137465.author114387">
<md:lastName>Peery</md:lastName>
<md:firstName>M Zachariah</md:firstName>
</md:author>
<md:author id="ref137465.author114389">
<md:lastName>Zulla</md:lastName>
<md:firstName>Ceeanna J</md:firstName>
</md:author>
<md:author id="ref137465.author114390">
<md:lastName>Berigan</md:lastName>
<md:firstName>William J</md:firstName>
</md:author>
<md:author id="ref137465.author114391">
<md:lastName>Wilkinson</md:lastName>
<md:firstName>Zachary A</md:firstName>
</md:author>
<md:author id="ref137465.author114392">
<md:lastName>Barry</md:lastName>
<md:firstName>Josh M</md:firstName>
</md:author>
<md:author id="ref137465.author114393">
<md:lastName>Keane</md:lastName>
<md:firstName>John J</md:firstName>
</md:author>
<md:author id="ref137465.author114394">
<md:lastName>Zuckerberg</md:lastName>
<md:firstName>Benjamin</md:firstName>
</md:author>
<md:year>2023</md:year>
<md:title>A climate-vulnerable species uses cooler forest microclimates during heat waves</md:title>
<md:type id="ref137465.reftype1">journal article</md:type>
<md:source id="ref137465.journal2167" relatedTermIds="33915,33943,33964" type="journal">Biological Conservation</md:source>
<md:volume>283</md:volume>
<md:URI>https://doi.org/10.1016/j.biocon.2023.110132</md:URI>
<md:pages>110132</md:pages>
</md:reference>
<md:reference dataciteRelType="References" group="500" id="ref137466" relationType="References" relationTypeId="24">
<md:author id="ref137466.author114391">
<md:lastName>Wilkinson</md:lastName>
<md:firstName>Zachary A</md:firstName>
</md:author>
<md:author id="ref137466.author114395">
<md:lastName>Kramer</md:lastName>
<md:firstName>H Anu</md:firstName>
</md:author>
<md:author id="ref137466.author114396">
<md:lastName>Jones</md:lastName>
<md:firstName>Gavin M</md:firstName>
</md:author>
<md:author id="ref137466.author114389">
<md:lastName>Zulla</md:lastName>
<md:firstName>Ceeanna J</md:firstName>
</md:author>
<md:author id="ref137466.author114388">
<md:lastName>McGinn</md:lastName>
<md:firstName>Kate A</md:firstName>
</md:author>
<md:author id="ref137466.author114392">
<md:lastName>Barry</md:lastName>
<md:firstName>Josh M</md:firstName>
</md:author>
<md:author id="ref137466.author114397">
<md:lastName>Sawyer</md:lastName>
<md:firstName>Sarah C</md:firstName>
</md:author>
<md:author id="ref137466.author114398">
<md:lastName>Tanner</md:lastName>
<md:firstName>Richard</md:firstName>
</md:author>
<md:author id="ref137466.author114399">
<md:lastName>Gutiérrez</md:lastName>
<md:firstName>R J</md:firstName>
</md:author>
<md:author id="ref137466.author114393">
<md:lastName>Keane</md:lastName>
<md:firstName>John J</md:firstName>
</md:author>
<md:author id="ref137466.author114387">
<md:lastName>Peery</md:lastName>
<md:firstName>M Zachariah</md:firstName>
</md:author>
<md:year>2023</md:year>
<md:title>Tall, heterogeneous forests improve prey capture, delivery to nestlings, and reproductive success for Spotted Owls in southern California</md:title>
<md:type id="ref137466.reftype1">journal article</md:type>
<md:source id="ref137466.journal3943" relatedTermIds="34027" type="journal">Condor</md:source>
<md:volume>125(1)</md:volume>
<md:URI>https://doi.org/10.1093/ornithapp/duac048</md:URI>
<md:pages>duac048</md:pages>
</md:reference>
<md:reference dataciteRelType="References" group="500" id="ref137464" relationType="References" relationTypeId="24">
<md:author id="ref137464.author114382">
<md:lastName>Yao</md:lastName>
<md:firstName>Mengqi</md:firstName>
</md:author>
<md:author id="ref137464.author114383">
<md:lastName>Bharadwaj</md:lastName>
<md:firstName>Meghana</md:firstName>
</md:author>
<md:author id="ref137464.author114384">
<md:lastName>Zhang</md:lastName>
<md:firstName>Zheng</md:firstName>
</md:author>
<md:author id="ref137464.author114385">
<md:lastName>Jin</md:lastName>
<md:firstName>Baihong</md:firstName>
</md:author>
<md:author id="ref137464.author114386">
<md:lastName>Callaway</md:lastName>
<md:firstName>Duncan S</md:firstName>
</md:author>
<md:year>2022</md:year>
<md:title>Predicting electricity infrastructure induced wildfire risk in California</md:title>
<md:type id="ref137464.reftype1">journal article</md:type>
<md:source id="ref137464.journal5064" relatedTermIds="33964,34008" type="journal">Environmental Research Letters</md:source>
<md:volume>17(9)</md:volume>
<md:URI>https://doi.org/10.1088/1748-9326/ac8d18</md:URI>
<md:pages>094035</md:pages>
</md:reference>
<md:extent>
<md:geographic>
<md:westBoundLongitude>-118.848</md:westBoundLongitude>
<md:eastBoundLongitude>-118.848</md:eastBoundLongitude>
<md:southBoundLatitude>37.225</md:southBoundLatitude>
<md:northBoundLatitude>37.225</md:northBoundLatitude>
<md:meanLongitude>-118.848</md:meanLongitude>
<md:meanLatitude>37.225</md:meanLatitude>
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<md:topoType id="topotype2">point</md:topoType>
</md:extent>
<md:award id="award4762">
<md:funder id="award4762.funder21266" semanticURI="https://doi.org/10.13039/100000936">
<md:name>Gordon and Betty Moore Foundation</md:name>
<md:crossrefFunderId>https://doi.org/10.13039/100000936</md:crossrefFunderId>
</md:funder>
<md:number>8741</md:number>
<md:title>California Forest Observatory</md:title>
<md:URI>https://forestobservatory.com/about.html</md:URI>
</md:award>
<md:event displayTypeName="Event" id="event3347673" typeName="Generic Event">
<md:label>California_Forest_Observatory</md:label>
<md:latitude>37.225</md:latitude>
<md:longitude>-118.848</md:longitude>
<md:location id="event3347673.loc1.term26768">
<md:name>California, USA</md:name>
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<md:name>Satellite imagery</md:name>
<md:optionalName>SATI</md:optionalName>
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<md:size unit="data points">343</md:size>
<md:license id="license21">
<md:label>CC-BY-4.0</md:label>
<md:name>Creative Commons Attribution 4.0 International</md:name>
<md:URI>https://creativecommons.org/licenses/by/4.0/</md:URI>
</md:license>
<md:comment>Further funding:
* California Tahoe Conservancy Agreement #CTA19022R 
* Tahoe Fund Grant #20190828</md:comment>
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<md:lastName>Anderson</md:lastName>
<md:firstName>Christopher</md:firstName>
<md:eMail>christopher@planet.com</md:eMail>
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<md:lastName>Anderson</md:lastName>
<md:firstName>Christopher</md:firstName>
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<md:URI>http://en.wikipedia.org/wiki/ISO_8601</md:URI>
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<md:lastName>Anderson</md:lastName>
<md:firstName>Christopher</md:firstName>
<md:eMail>christopher@planet.com</md:eMail>
<md:orcid>0000-0001-7392-4368</md:orcid>
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<md:name>Date/time end</md:name>
<md:shortName>Date/time end</md:shortName>
<md:URI>http://en.wikipedia.org/wiki/ISO_8601</md:URI>
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<md:name>Satellite derived</md:name>
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<md:PI id="col3.ds15851192.pi114367">
<md:lastName>Anderson</md:lastName>
<md:firstName>Christopher</md:firstName>
<md:eMail>christopher@planet.com</md:eMail>
<md:orcid>0000-0001-7392-4368</md:orcid>
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<md:shortName>GSD</md:shortName>
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<md:term id="col4.ds15851193.param553445.term43863" semanticURI="http://qudt.org/1.1/vocab/quantity#Length" terminologyId="13" terminologyLabel="PAN-Quantity">
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<md:PI id="col4.ds15851193.pi114367">
<md:lastName>Anderson</md:lastName>
<md:firstName>Christopher</md:firstName>
<md:eMail>christopher@planet.com</md:eMail>
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<md:name>Satellite derived</md:name>
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<md:PI id="col5.ds15851194.pi114367">
<md:lastName>Anderson</md:lastName>
<md:firstName>Christopher</md:firstName>
<md:eMail>christopher@planet.com</md:eMail>
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<md:name>Satellite derived</md:name>
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<md:PI id="col6.ds15851195.pi114367">
<md:lastName>Anderson</md:lastName>
<md:firstName>Christopher</md:firstName>
<md:eMail>christopher@planet.com</md:eMail>
<md:orcid>0000-0001-7392-4368</md:orcid>
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