Structural Complexity Significantly Impacts Canopy Reflectance Simulations as Revealed from Reconstructed and Sentinel-2-Monitored Scenes in a Temperate Deciduous Forest
Detailed three-dimensional (3D) radiative transfer models (RTMs) enable a clear understanding of the interactions between light, biochemistry, and canopy structure, but they are rarely explicitly evaluated due to the availability of 3D canopy structure data, leading to a lack of knowledge on how can...
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MDPI AG
2024-11-01
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| Online Access: | https://www.mdpi.com/2072-4292/16/22/4296 |
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| author | Yi Gan Quan Wang Guangman Song |
| author_facet | Yi Gan Quan Wang Guangman Song |
| author_sort | Yi Gan |
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| description | Detailed three-dimensional (3D) radiative transfer models (RTMs) enable a clear understanding of the interactions between light, biochemistry, and canopy structure, but they are rarely explicitly evaluated due to the availability of 3D canopy structure data, leading to a lack of knowledge on how canopy structure/leaf characteristics affect radiative transfer processes within forest ecosystems. In this study, the newly released 3D RTM Eradiate was extensively evaluated based on both virtual scenes reconstructed using the quantitative structure model (QSM) by adding leaves to point clouds generated from terrestrial laser scanning (TLS) data, and real scenes monitored by Sentinel-2 in a typical temperate deciduous forest. The effects of structural parameters on reflectance were investigated through sensitivity analysis, and the performance of the 3D model was compared with the 5-Scale and PROSAIL radiative transfer models. The results showed that the Eradiate-simulated reflectance achieved good agreement with the Sentinel-2 reflectance, especially in the visible and near-infrared spectral regions. Furthermore, the simulated reflectance, particularly in the blue and shortwave infrared spectral bands, was clearly shown to be influenced by canopy structure using the Eradiate model. This study demonstrated that the Eradiate RTM, based on the 3D explicit representation, is capable of providing accurate radiative transfer simulations in the temperate deciduous forest and hence provides a basis for understanding tree interactions and their effects on ecosystem structure and functions. |
| format | Article |
| id | doaj-art-4e13c6ebf72e40bb99930c7f5fbc5ea0 |
| institution | OA Journals |
| issn | 2072-4292 |
| language | English |
| publishDate | 2024-11-01 |
| publisher | MDPI AG |
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| series | Remote Sensing |
| spelling | doaj-art-4e13c6ebf72e40bb99930c7f5fbc5ea02025-08-20T02:27:38ZengMDPI AGRemote Sensing2072-42922024-11-011622429610.3390/rs16224296Structural Complexity Significantly Impacts Canopy Reflectance Simulations as Revealed from Reconstructed and Sentinel-2-Monitored Scenes in a Temperate Deciduous ForestYi Gan0Quan Wang1Guangman Song2Faculty of Agriculture, Shizuoka University, Shizuoka 422-8529, JapanFaculty of Agriculture, Shizuoka University, Shizuoka 422-8529, JapanFaculty of Agriculture, Shizuoka University, Shizuoka 422-8529, JapanDetailed three-dimensional (3D) radiative transfer models (RTMs) enable a clear understanding of the interactions between light, biochemistry, and canopy structure, but they are rarely explicitly evaluated due to the availability of 3D canopy structure data, leading to a lack of knowledge on how canopy structure/leaf characteristics affect radiative transfer processes within forest ecosystems. In this study, the newly released 3D RTM Eradiate was extensively evaluated based on both virtual scenes reconstructed using the quantitative structure model (QSM) by adding leaves to point clouds generated from terrestrial laser scanning (TLS) data, and real scenes monitored by Sentinel-2 in a typical temperate deciduous forest. The effects of structural parameters on reflectance were investigated through sensitivity analysis, and the performance of the 3D model was compared with the 5-Scale and PROSAIL radiative transfer models. The results showed that the Eradiate-simulated reflectance achieved good agreement with the Sentinel-2 reflectance, especially in the visible and near-infrared spectral regions. Furthermore, the simulated reflectance, particularly in the blue and shortwave infrared spectral bands, was clearly shown to be influenced by canopy structure using the Eradiate model. This study demonstrated that the Eradiate RTM, based on the 3D explicit representation, is capable of providing accurate radiative transfer simulations in the temperate deciduous forest and hence provides a basis for understanding tree interactions and their effects on ecosystem structure and functions.https://www.mdpi.com/2072-4292/16/22/4296tree reconstructionradiative transfer modelPROSAIL5-ScaleEradiatebidirectional reflectance factor |
| spellingShingle | Yi Gan Quan Wang Guangman Song Structural Complexity Significantly Impacts Canopy Reflectance Simulations as Revealed from Reconstructed and Sentinel-2-Monitored Scenes in a Temperate Deciduous Forest Remote Sensing tree reconstruction radiative transfer model PROSAIL 5-Scale Eradiate bidirectional reflectance factor |
| title | Structural Complexity Significantly Impacts Canopy Reflectance Simulations as Revealed from Reconstructed and Sentinel-2-Monitored Scenes in a Temperate Deciduous Forest |
| title_full | Structural Complexity Significantly Impacts Canopy Reflectance Simulations as Revealed from Reconstructed and Sentinel-2-Monitored Scenes in a Temperate Deciduous Forest |
| title_fullStr | Structural Complexity Significantly Impacts Canopy Reflectance Simulations as Revealed from Reconstructed and Sentinel-2-Monitored Scenes in a Temperate Deciduous Forest |
| title_full_unstemmed | Structural Complexity Significantly Impacts Canopy Reflectance Simulations as Revealed from Reconstructed and Sentinel-2-Monitored Scenes in a Temperate Deciduous Forest |
| title_short | Structural Complexity Significantly Impacts Canopy Reflectance Simulations as Revealed from Reconstructed and Sentinel-2-Monitored Scenes in a Temperate Deciduous Forest |
| title_sort | structural complexity significantly impacts canopy reflectance simulations as revealed from reconstructed and sentinel 2 monitored scenes in a temperate deciduous forest |
| topic | tree reconstruction radiative transfer model PROSAIL 5-Scale Eradiate bidirectional reflectance factor |
| url | https://www.mdpi.com/2072-4292/16/22/4296 |
| work_keys_str_mv | AT yigan structuralcomplexitysignificantlyimpactscanopyreflectancesimulationsasrevealedfromreconstructedandsentinel2monitoredscenesinatemperatedeciduousforest AT quanwang structuralcomplexitysignificantlyimpactscanopyreflectancesimulationsasrevealedfromreconstructedandsentinel2monitoredscenesinatemperatedeciduousforest AT guangmansong structuralcomplexitysignificantlyimpactscanopyreflectancesimulationsasrevealedfromreconstructedandsentinel2monitoredscenesinatemperatedeciduousforest |