Discrimination of Deciduous Tree Species from Time Series of Unmanned Aerial System Imagery
Identifieur interne : 000294 ( Ncbi/Checkpoint ); précédent : 000293; suivant : 000295Discrimination of Deciduous Tree Species from Time Series of Unmanned Aerial System Imagery
Auteurs : Jonathan Lisein [Belgique, France] ; Adrien Michez [Belgique] ; Hugues Claessens [Belgique] ; Philippe Lejeune [Belgique]Source :
- PLoS ONE [ 1932-6203 ] ; 2015.
Abstract
Technology advances can revolutionize Precision Forestry by providing accurate and fine forest information at tree level. This paper addresses the question of
Url:
DOI: 10.1371/journal.pone.0141006
PubMed: 26600422
PubMed Central: 4657984
Affiliations:
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Gembloux, Belgium</addr-line></nlm:aff><country xml:lang="fr">Belgique</country><wicri:regionArea>Laboratory of Forest Resources Management, Department of Biosytem Engineering, University of Liège—Gembloux Agro-Bio Tech. 2, Passage des déportés, 5030 Gembloux</wicri:regionArea><wicri:noRegion>5030 Gembloux</wicri:noRegion></affiliation><affiliation wicri:level="3"><nlm:aff id="aff002"><addr-line>Ecole nationale des sciences géographiques, 6 et 8 avenue Blaise Pascal, Cité Descartes, Champs-sur-Marne, 77455 Marne la Vallée, France</addr-line></nlm:aff><country xml:lang="fr">France</country><wicri:regionArea>Ecole nationale des sciences géographiques, 6 et 8 avenue Blaise Pascal, Cité Descartes, Champs-sur-Marne, 77455 Marne la Vallée</wicri:regionArea><placeName><region type="region" nuts="2">Île-de-France</region><settlement type="city">Marne la Vallée</settlement></placeName></affiliation></author><author><name sortKey="Michez, Adrien" sort="Michez, Adrien" uniqKey="Michez A" first="Adrien" last="Michez">Adrien Michez</name><affiliation wicri:level="1"><nlm:aff id="aff001"><addr-line>Laboratory of Forest Resources Management, Department of Biosytem Engineering, University of Liège—Gembloux Agro-Bio Tech. 2, Passage des déportés, 5030 Gembloux, Belgium</addr-line></nlm:aff><country xml:lang="fr">Belgique</country><wicri:regionArea>Laboratory of Forest Resources Management, Department of Biosytem Engineering, University of Liège—Gembloux Agro-Bio Tech. 2, Passage des déportés, 5030 Gembloux</wicri:regionArea><wicri:noRegion>5030 Gembloux</wicri:noRegion></affiliation></author><author><name sortKey="Claessens, Hugues" sort="Claessens, Hugues" uniqKey="Claessens H" first="Hugues" last="Claessens">Hugues Claessens</name><affiliation wicri:level="1"><nlm:aff id="aff001"><addr-line>Laboratory of Forest Resources Management, Department of Biosytem Engineering, University of Liège—Gembloux Agro-Bio Tech. 2, Passage des déportés, 5030 Gembloux, Belgium</addr-line></nlm:aff><country xml:lang="fr">Belgique</country><wicri:regionArea>Laboratory of Forest Resources Management, Department of Biosytem Engineering, University of Liège—Gembloux Agro-Bio Tech. 2, Passage des déportés, 5030 Gembloux</wicri:regionArea><wicri:noRegion>5030 Gembloux</wicri:noRegion></affiliation></author><author><name sortKey="Lejeune, Philippe" sort="Lejeune, Philippe" uniqKey="Lejeune P" first="Philippe" last="Lejeune">Philippe Lejeune</name><affiliation wicri:level="1"><nlm:aff id="aff001"><addr-line>Laboratory of Forest Resources Management, Department of Biosytem Engineering, University of Liège—Gembloux Agro-Bio Tech. 2, Passage des déportés, 5030 Gembloux, Belgium</addr-line></nlm:aff><country xml:lang="fr">Belgique</country><wicri:regionArea>Laboratory of Forest Resources Management, Department of Biosytem Engineering, University of Liège—Gembloux Agro-Bio Tech. 2, Passage des déportés, 5030 Gembloux</wicri:regionArea><wicri:noRegion>5030 Gembloux</wicri:noRegion></affiliation></author></analytic><series><title level="j">PLoS ONE</title><idno type="eISSN">1932-6203</idno><imprint><date when="2015">2015</date></imprint></series></biblStruct></sourceDesc></fileDesc><profileDesc><textClass></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en"><p>Technology advances can revolutionize Precision Forestry by providing accurate and fine forest information at tree level. This paper addresses the question of <italic>how</italic> and particularly <italic>when</italic> Unmanned Aerial System (UAS) should be used in order to efficiently discriminate deciduous tree species. The goal of this research is to determine when is the best time window to achieve an optimal species discrimination. A time series of high resolution UAS imagery was collected to cover the growing season from leaf flush to leaf fall. Full benefit was taken of the temporal resolution of UAS acquisition, one of the most promising features of small drones. The disparity in forest tree phenology is at the maximum during early spring and late autumn. But the phenology state that optimized the classification result is the one that minimizes the spectral variation within tree species groups and, at the same time, maximizes the phenologic differences between species. Sunlit tree crowns (5 deciduous species groups) were classified using a Random Forest approach for monotemporal, two-date and three-date combinations. The end of leaf flushing was the most efficient single-date time window. Multitemporal datasets definitely improve the overall classification accuracy. But single-date high resolution orthophotomosaics, acquired on optimal time-windows, result in a very good classification accuracy (overall out of bag error of 16%).</p></div></front><back><div1 type="bibliography"><listBibl><biblStruct><analytic><author><name sortKey="Anderson, K" uniqKey="Anderson K">K Anderson</name></author><author><name sortKey="Gaston, Kj" uniqKey="Gaston K">KJ Gaston</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Hunt, Er" uniqKey="Hunt E">ER Hunt</name></author><author><name sortKey="Hively, Wd" uniqKey="Hively W">WD Hively</name></author><author><name sortKey="Fujikawa, Sj" uniqKey="Fujikawa S">SJ Fujikawa</name></author><author><name sortKey="Linden, Ds" uniqKey="Linden D">DS Linden</name></author><author><name sortKey="Daughtry, Cst" uniqKey="Daughtry C">CST Daughtry</name></author><author><name sortKey="Mccarty, Gw" uniqKey="Mccarty G">GW McCarty</name></author></analytic></biblStruct><biblStruct><analytic><author><name 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Michez</name></country><country name="France"><region name="Île-de-France"><name sortKey="Lisein, Jonathan" sort="Lisein, Jonathan" uniqKey="Lisein J" first="Jonathan" last="Lisein">Jonathan Lisein</name></region></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
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