Simulating solar-induced chlorophyll fluorescence in a boreal forest stand reconstructed from terrestrial laser scanning measurements

Solar-induced chlorophyll fluorescence (SIF) has been shown to be a suitable remote sensing proxy of photosynthesis at multiple scales. However, the relationship between fluorescence and photosynthesis observed at the leaf level cannot be directly applied to the interpretation of retrieved SIF due t...

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Veröffentlicht in:Remote sensing of environment 2019-10, Vol.232, p.111274, Article 111274
Hauptverfasser: Liu, Weiwei, Atherton, Jon, Mõttus, Matti, Gastellu-Etchegorry, Jean-Philippe, Malenovský, Zbyněk, Raumonen, Pasi, Åkerblom, Markku, Mäkipää, Raisa, Porcar-Castell, Albert
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container_title Remote sensing of environment
container_volume 232
creator Liu, Weiwei
Atherton, Jon
Mõttus, Matti
Gastellu-Etchegorry, Jean-Philippe
Malenovský, Zbyněk
Raumonen, Pasi
Åkerblom, Markku
Mäkipää, Raisa
Porcar-Castell, Albert
description Solar-induced chlorophyll fluorescence (SIF) has been shown to be a suitable remote sensing proxy of photosynthesis at multiple scales. However, the relationship between fluorescence and photosynthesis observed at the leaf level cannot be directly applied to the interpretation of retrieved SIF due to the impact of canopy structure. We carried out a SIF modelling study for a heterogeneous forest canopy considering the effect of canopy structure in the Discrete Anisotropic Radiative Transfer (DART) model. A 3D forest simulation scene consisting of realistic trees and understory, including multi-scale clumping at branch and canopy level, was constructed from terrestrial laser scanning data using the combined model TreeQSM and FaNNI for woody structure and leaf insertion, respectively. Next, using empirical data and a realistic range of leaf-level biochemical and physiological parameters, we conducted a local sensitivity analysis to demonstrate the potential of the approach for assessing the impact of structural, biochemical and physiological factors on top of canopy (TOC) SIF. The analysis gave insight into the factors that drive the intensity and spectral properties of TOC SIF in heterogeneous boreal forest canopies. DART simulated red TOC fluorescence was found to be less affected by biochemical factors such as chlorophyll and dry matter contents or the senescent factor than far-red fluorescence. In contrast, canopy structural factors such as overstory leaf area index (LAI), leaf angle distribution and fractional cover had a substantial and comparable impact across all SIF wavelengths, with the exception of understory LAI that affected predominantly far-red fluorescence. Finally, variations in the fluorescence quantum efficiency (Fqe) of photosystem II affected all TOC SIF wavelengths. Our results also revealed that not only canopy structural factors but also understory fluorescence should be considered in the interpretation of tower, airborne and satellite SIF datasets, especially when acquired in the (near-) nadir viewing direction and for forests with open canopies. We suggest that the modelling strategy introduced in this study, coupled with the increasing availability of TLS and other 3D data sources, can be applied to resolve the interplay between physiological, biochemical and structural factors affecting SIF across ecosystems and independently of canopy complexity, paving the way for future SIF-based 3D photosynthesis models. •A 3D boreal forest sce
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However, the relationship between fluorescence and photosynthesis observed at the leaf level cannot be directly applied to the interpretation of retrieved SIF due to the impact of canopy structure. We carried out a SIF modelling study for a heterogeneous forest canopy considering the effect of canopy structure in the Discrete Anisotropic Radiative Transfer (DART) model. A 3D forest simulation scene consisting of realistic trees and understory, including multi-scale clumping at branch and canopy level, was constructed from terrestrial laser scanning data using the combined model TreeQSM and FaNNI for woody structure and leaf insertion, respectively. Next, using empirical data and a realistic range of leaf-level biochemical and physiological parameters, we conducted a local sensitivity analysis to demonstrate the potential of the approach for assessing the impact of structural, biochemical and physiological factors on top of canopy (TOC) SIF. The analysis gave insight into the factors that drive the intensity and spectral properties of TOC SIF in heterogeneous boreal forest canopies. DART simulated red TOC fluorescence was found to be less affected by biochemical factors such as chlorophyll and dry matter contents or the senescent factor than far-red fluorescence. In contrast, canopy structural factors such as overstory leaf area index (LAI), leaf angle distribution and fractional cover had a substantial and comparable impact across all SIF wavelengths, with the exception of understory LAI that affected predominantly far-red fluorescence. Finally, variations in the fluorescence quantum efficiency (Fqe) of photosystem II affected all TOC SIF wavelengths. Our results also revealed that not only canopy structural factors but also understory fluorescence should be considered in the interpretation of tower, airborne and satellite SIF datasets, especially when acquired in the (near-) nadir viewing direction and for forests with open canopies. We suggest that the modelling strategy introduced in this study, coupled with the increasing availability of TLS and other 3D data sources, can be applied to resolve the interplay between physiological, biochemical and structural factors affecting SIF across ecosystems and independently of canopy complexity, paving the way for future SIF-based 3D photosynthesis models. •A 3D boreal forest scene generated from TLS data for simulation of TOC SIF•The potential of the scheme was demonstrated with a local sensitivity analysis.•Understory SIF can substantially contribute to TOC SIF in open-canopy forests.•TOC red SIF was largely independent of foliar Cab content compared to far-red SIF.</description><identifier>ISSN: 0034-4257</identifier><identifier>EISSN: 1879-0704</identifier><identifier>DOI: 10.1016/j.rse.2019.111274</identifier><language>eng</language><publisher>New York: Elsevier Inc</publisher><subject>Biochemistry ; Boreal forest ; Boreal forests ; Canopies ; Chlorophyll ; Computer simulation ; DART ; Dry matter ; Empirical analysis ; FaNNI ; Far-red SIF ; Fluorescence ; Forest canopy ; Forests ; Lasers ; Leaf angle ; Leaf area ; Leaf area index ; LiDAR ; Modelling ; Multiscale analysis ; Parameter sensitivity ; Photosynthesis ; Photosystem II ; Physiological effects ; Physiological factors ; Physiology ; Quantum efficiency ; Radiative transfer ; Red SIF ; Remote sensing ; Satellites ; Scanning ; Sciences of the Universe ; Sensitivity analysis ; Silver birch ; Solar-induced chlorophyll fluorescence ; Taiga ; Terrestrial environments ; Three dimensional models ; TreeQSM ; Understory ; Wavelengths</subject><ispartof>Remote sensing of environment, 2019-10, Vol.232, p.111274, Article 111274</ispartof><rights>2019 The Authors</rights><rights>Copyright Elsevier BV Oct 2019</rights><rights>Attribution</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c468t-83b95248db0a940a12e45b4bfe70da6245c580e4642e2c368eb9d0ec3840b7823</citedby><cites>FETCH-LOGICAL-c468t-83b95248db0a940a12e45b4bfe70da6245c580e4642e2c368eb9d0ec3840b7823</cites><orcidid>0000-0002-2745-1966 ; 0000-0003-3146-4425 ; 0000-0002-6645-8837</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.rse.2019.111274$$EHTML$$P50$$Gelsevier$$Hfree_for_read</linktohtml><link.rule.ids>230,314,780,784,885,3550,27924,27925,45995</link.rule.ids><backlink>$$Uhttps://hal.science/hal-04644167$$DView record in HAL$$Hfree_for_read</backlink></links><search><creatorcontrib>Liu, Weiwei</creatorcontrib><creatorcontrib>Atherton, Jon</creatorcontrib><creatorcontrib>Mõttus, Matti</creatorcontrib><creatorcontrib>Gastellu-Etchegorry, Jean-Philippe</creatorcontrib><creatorcontrib>Malenovský, Zbyněk</creatorcontrib><creatorcontrib>Raumonen, Pasi</creatorcontrib><creatorcontrib>Åkerblom, Markku</creatorcontrib><creatorcontrib>Mäkipää, Raisa</creatorcontrib><creatorcontrib>Porcar-Castell, Albert</creatorcontrib><title>Simulating solar-induced chlorophyll fluorescence in a boreal forest stand reconstructed from terrestrial laser scanning measurements</title><title>Remote sensing of environment</title><description>Solar-induced chlorophyll fluorescence (SIF) has been shown to be a suitable remote sensing proxy of photosynthesis at multiple scales. However, the relationship between fluorescence and photosynthesis observed at the leaf level cannot be directly applied to the interpretation of retrieved SIF due to the impact of canopy structure. We carried out a SIF modelling study for a heterogeneous forest canopy considering the effect of canopy structure in the Discrete Anisotropic Radiative Transfer (DART) model. A 3D forest simulation scene consisting of realistic trees and understory, including multi-scale clumping at branch and canopy level, was constructed from terrestrial laser scanning data using the combined model TreeQSM and FaNNI for woody structure and leaf insertion, respectively. Next, using empirical data and a realistic range of leaf-level biochemical and physiological parameters, we conducted a local sensitivity analysis to demonstrate the potential of the approach for assessing the impact of structural, biochemical and physiological factors on top of canopy (TOC) SIF. The analysis gave insight into the factors that drive the intensity and spectral properties of TOC SIF in heterogeneous boreal forest canopies. DART simulated red TOC fluorescence was found to be less affected by biochemical factors such as chlorophyll and dry matter contents or the senescent factor than far-red fluorescence. In contrast, canopy structural factors such as overstory leaf area index (LAI), leaf angle distribution and fractional cover had a substantial and comparable impact across all SIF wavelengths, with the exception of understory LAI that affected predominantly far-red fluorescence. Finally, variations in the fluorescence quantum efficiency (Fqe) of photosystem II affected all TOC SIF wavelengths. Our results also revealed that not only canopy structural factors but also understory fluorescence should be considered in the interpretation of tower, airborne and satellite SIF datasets, especially when acquired in the (near-) nadir viewing direction and for forests with open canopies. We suggest that the modelling strategy introduced in this study, coupled with the increasing availability of TLS and other 3D data sources, can be applied to resolve the interplay between physiological, biochemical and structural factors affecting SIF across ecosystems and independently of canopy complexity, paving the way for future SIF-based 3D photosynthesis models. •A 3D boreal forest scene generated from TLS data for simulation of TOC SIF•The potential of the scheme was demonstrated with a local sensitivity analysis.•Understory SIF can substantially contribute to TOC SIF in open-canopy forests.•TOC red SIF was largely independent of foliar Cab content compared to far-red SIF.</description><subject>Biochemistry</subject><subject>Boreal forest</subject><subject>Boreal forests</subject><subject>Canopies</subject><subject>Chlorophyll</subject><subject>Computer simulation</subject><subject>DART</subject><subject>Dry matter</subject><subject>Empirical analysis</subject><subject>FaNNI</subject><subject>Far-red SIF</subject><subject>Fluorescence</subject><subject>Forest canopy</subject><subject>Forests</subject><subject>Lasers</subject><subject>Leaf angle</subject><subject>Leaf area</subject><subject>Leaf area index</subject><subject>LiDAR</subject><subject>Modelling</subject><subject>Multiscale analysis</subject><subject>Parameter sensitivity</subject><subject>Photosynthesis</subject><subject>Photosystem II</subject><subject>Physiological effects</subject><subject>Physiological factors</subject><subject>Physiology</subject><subject>Quantum efficiency</subject><subject>Radiative transfer</subject><subject>Red SIF</subject><subject>Remote sensing</subject><subject>Satellites</subject><subject>Scanning</subject><subject>Sciences of the Universe</subject><subject>Sensitivity analysis</subject><subject>Silver birch</subject><subject>Solar-induced chlorophyll fluorescence</subject><subject>Taiga</subject><subject>Terrestrial environments</subject><subject>Three dimensional models</subject><subject>TreeQSM</subject><subject>Understory</subject><subject>Wavelengths</subject><issn>0034-4257</issn><issn>1879-0704</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><recordid>eNp9kcGOFCEQhonRxHH1AbyRePLQI9B0Q8fTZuO6JpN4UM-EpqsdJjSMBb3JPoDvLZ02Hj0Riu-vov6fkLecHTnj_YfLETMcBePDkXMulHxGDlyroWGKyefkwFgrGyk69ZK8yvnCGO-04gfy-5tf1mCLjz9pTsFi4-O0OpioO4eE6Xp-CoHOYU0I2UF0QH2klo71buvDVi40FxsniuBSzAVXV6p-xrTQArgB6CsbbAak2dkYt2kL2LwiLBBLfk1ezDZkePP3vCE_7j99v3toTl8_f7m7PTVO9ro0uh2HTkg9jcwOklkuQHajHGdQbLK9kJ3rNAPZSwHCtb2GcZgYuFZLNiot2hvyfu97tsFc0S8Wn0yy3jzcnsxWY1Urea8eeWXf7ewV06-1LmEuacVYv2dEy3o1VGN1pfhOOUw5I8z_2nJmtmTMxdRkzJaM2ZOpmo-7Buqqjx7QZOc3aydfLSxmSv4_6j8kPZis</recordid><startdate>201910</startdate><enddate>201910</enddate><creator>Liu, Weiwei</creator><creator>Atherton, Jon</creator><creator>Mõttus, Matti</creator><creator>Gastellu-Etchegorry, Jean-Philippe</creator><creator>Malenovský, Zbyněk</creator><creator>Raumonen, Pasi</creator><creator>Åkerblom, Markku</creator><creator>Mäkipää, Raisa</creator><creator>Porcar-Castell, Albert</creator><general>Elsevier Inc</general><general>Elsevier BV</general><general>Elsevier</general><scope>6I.</scope><scope>AAFTH</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QF</scope><scope>7QO</scope><scope>7QQ</scope><scope>7SC</scope><scope>7SE</scope><scope>7SN</scope><scope>7SP</scope><scope>7SR</scope><scope>7TA</scope><scope>7TB</scope><scope>7TG</scope><scope>7U5</scope><scope>8BQ</scope><scope>8FD</scope><scope>C1K</scope><scope>F28</scope><scope>FR3</scope><scope>H8D</scope><scope>H8G</scope><scope>JG9</scope><scope>JQ2</scope><scope>KL.</scope><scope>KR7</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><scope>P64</scope><scope>1XC</scope><scope>VOOES</scope><orcidid>https://orcid.org/0000-0002-2745-1966</orcidid><orcidid>https://orcid.org/0000-0003-3146-4425</orcidid><orcidid>https://orcid.org/0000-0002-6645-8837</orcidid></search><sort><creationdate>201910</creationdate><title>Simulating solar-induced chlorophyll fluorescence in a boreal forest stand reconstructed from terrestrial laser scanning measurements</title><author>Liu, Weiwei ; Atherton, Jon ; Mõttus, Matti ; Gastellu-Etchegorry, Jean-Philippe ; Malenovský, Zbyněk ; Raumonen, Pasi ; Åkerblom, Markku ; Mäkipää, Raisa ; Porcar-Castell, Albert</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c468t-83b95248db0a940a12e45b4bfe70da6245c580e4642e2c368eb9d0ec3840b7823</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Biochemistry</topic><topic>Boreal forest</topic><topic>Boreal forests</topic><topic>Canopies</topic><topic>Chlorophyll</topic><topic>Computer simulation</topic><topic>DART</topic><topic>Dry matter</topic><topic>Empirical analysis</topic><topic>FaNNI</topic><topic>Far-red SIF</topic><topic>Fluorescence</topic><topic>Forest canopy</topic><topic>Forests</topic><topic>Lasers</topic><topic>Leaf angle</topic><topic>Leaf area</topic><topic>Leaf area index</topic><topic>LiDAR</topic><topic>Modelling</topic><topic>Multiscale analysis</topic><topic>Parameter sensitivity</topic><topic>Photosynthesis</topic><topic>Photosystem II</topic><topic>Physiological effects</topic><topic>Physiological factors</topic><topic>Physiology</topic><topic>Quantum efficiency</topic><topic>Radiative transfer</topic><topic>Red SIF</topic><topic>Remote sensing</topic><topic>Satellites</topic><topic>Scanning</topic><topic>Sciences of the Universe</topic><topic>Sensitivity analysis</topic><topic>Silver birch</topic><topic>Solar-induced chlorophyll fluorescence</topic><topic>Taiga</topic><topic>Terrestrial environments</topic><topic>Three dimensional models</topic><topic>TreeQSM</topic><topic>Understory</topic><topic>Wavelengths</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Liu, Weiwei</creatorcontrib><creatorcontrib>Atherton, Jon</creatorcontrib><creatorcontrib>Mõttus, Matti</creatorcontrib><creatorcontrib>Gastellu-Etchegorry, Jean-Philippe</creatorcontrib><creatorcontrib>Malenovský, Zbyněk</creatorcontrib><creatorcontrib>Raumonen, Pasi</creatorcontrib><creatorcontrib>Åkerblom, Markku</creatorcontrib><creatorcontrib>Mäkipää, Raisa</creatorcontrib><creatorcontrib>Porcar-Castell, Albert</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>CrossRef</collection><collection>Aluminium Industry Abstracts</collection><collection>Biotechnology Research Abstracts</collection><collection>Ceramic Abstracts</collection><collection>Computer and Information Systems Abstracts</collection><collection>Corrosion Abstracts</collection><collection>Ecology Abstracts</collection><collection>Electronics &amp; 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However, the relationship between fluorescence and photosynthesis observed at the leaf level cannot be directly applied to the interpretation of retrieved SIF due to the impact of canopy structure. We carried out a SIF modelling study for a heterogeneous forest canopy considering the effect of canopy structure in the Discrete Anisotropic Radiative Transfer (DART) model. A 3D forest simulation scene consisting of realistic trees and understory, including multi-scale clumping at branch and canopy level, was constructed from terrestrial laser scanning data using the combined model TreeQSM and FaNNI for woody structure and leaf insertion, respectively. Next, using empirical data and a realistic range of leaf-level biochemical and physiological parameters, we conducted a local sensitivity analysis to demonstrate the potential of the approach for assessing the impact of structural, biochemical and physiological factors on top of canopy (TOC) SIF. The analysis gave insight into the factors that drive the intensity and spectral properties of TOC SIF in heterogeneous boreal forest canopies. DART simulated red TOC fluorescence was found to be less affected by biochemical factors such as chlorophyll and dry matter contents or the senescent factor than far-red fluorescence. In contrast, canopy structural factors such as overstory leaf area index (LAI), leaf angle distribution and fractional cover had a substantial and comparable impact across all SIF wavelengths, with the exception of understory LAI that affected predominantly far-red fluorescence. Finally, variations in the fluorescence quantum efficiency (Fqe) of photosystem II affected all TOC SIF wavelengths. Our results also revealed that not only canopy structural factors but also understory fluorescence should be considered in the interpretation of tower, airborne and satellite SIF datasets, especially when acquired in the (near-) nadir viewing direction and for forests with open canopies. We suggest that the modelling strategy introduced in this study, coupled with the increasing availability of TLS and other 3D data sources, can be applied to resolve the interplay between physiological, biochemical and structural factors affecting SIF across ecosystems and independently of canopy complexity, paving the way for future SIF-based 3D photosynthesis models. •A 3D boreal forest scene generated from TLS data for simulation of TOC SIF•The potential of the scheme was demonstrated with a local sensitivity analysis.•Understory SIF can substantially contribute to TOC SIF in open-canopy forests.•TOC red SIF was largely independent of foliar Cab content compared to far-red SIF.</abstract><cop>New York</cop><pub>Elsevier Inc</pub><doi>10.1016/j.rse.2019.111274</doi><orcidid>https://orcid.org/0000-0002-2745-1966</orcidid><orcidid>https://orcid.org/0000-0003-3146-4425</orcidid><orcidid>https://orcid.org/0000-0002-6645-8837</orcidid><oa>free_for_read</oa></addata></record>
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ispartof Remote sensing of environment, 2019-10, Vol.232, p.111274, Article 111274
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1879-0704
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subjects Biochemistry
Boreal forest
Boreal forests
Canopies
Chlorophyll
Computer simulation
DART
Dry matter
Empirical analysis
FaNNI
Far-red SIF
Fluorescence
Forest canopy
Forests
Lasers
Leaf angle
Leaf area
Leaf area index
LiDAR
Modelling
Multiscale analysis
Parameter sensitivity
Photosynthesis
Photosystem II
Physiological effects
Physiological factors
Physiology
Quantum efficiency
Radiative transfer
Red SIF
Remote sensing
Satellites
Scanning
Sciences of the Universe
Sensitivity analysis
Silver birch
Solar-induced chlorophyll fluorescence
Taiga
Terrestrial environments
Three dimensional models
TreeQSM
Understory
Wavelengths
title Simulating solar-induced chlorophyll fluorescence in a boreal forest stand reconstructed from terrestrial laser scanning measurements
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