A new approach combining a multilayer radiative transfer model with an individual based forest model: Application to boreal forests in Finland

To understand forest dynamics under today’s changing environmental conditions, it is important to analyze the state of forests at large scales. Forest inventories are not available for all regions, so it is important to use other additional sources of information, e.g. remote sensing observations. I...

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Published in:Remote Sensing
Main Authors: Henniger, Hans, Bohn, Friedrich, Schmidt, Kim, Huth, Andreas
Format: Article in Journal/Newspaper
Language:English
Published: MDPI, Basel 2023
Subjects:
Online Access:https://www.ufz.de/index.php?en=20939&ufzPublicationIdentifier=27112
https://doi.org/10.3390/rs15123078
id ftufz:oai:ufz.de:27112
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spelling ftufz:oai:ufz.de:27112 2023-12-10T09:50:15+01:00 A new approach combining a multilayer radiative transfer model with an individual based forest model: Application to boreal forests in Finland Henniger, Hans Bohn, Friedrich Schmidt, Kim Huth, Andreas 2023-06-12 application/pdf https://www.ufz.de/index.php?en=20939&ufzPublicationIdentifier=27112 https://doi.org/10.3390/rs15123078 en eng MDPI, Basel Remote Sensing 15 (12);; art. 3078 https://www.ufz.de/index.php?en=20939&ufzPublicationIdentifier=27112 https://dx.doi.org/10.3390/rs15123078 info:eu-repo/semantics/openAccess ISSN: 2072-4292 forest model radiative transfer vegetation indices individual based forest reflectance info:eu-repo/semantics/article https://purl.org/dc/dcmitype/Text 2023 ftufz https://doi.org/10.3390/rs15123078 2023-11-12T23:37:41Z To understand forest dynamics under today’s changing environmental conditions, it is important to analyze the state of forests at large scales. Forest inventories are not available for all regions, so it is important to use other additional sources of information, e.g. remote sensing observations. Increasingly, remotely sensed data based on optical instruments and airborne LIDAR are becoming widely available for forests. There is great potential in analyzing these measurements and gaining an understanding of forests state. In this work, we combine the new generation radiative transfer model mScope with the individual-based forest model FORMIND to generate reflectance spectra for forests. Combining the two models allows us to account for species diversity at different height layers in the forest. We compare the generated reflectances for forest stands in Finland, in the region of North Karelia, with Sentinel-2 measurements. We investigate which level of forest representation gives the best results. For the majority of the forest stands, we generated good reflectances with all levels forest representation compared to the measured reflectance. Good correlations were also found for the vegetation indices (especially NDVI with R²=0.62). This work provides a forward modelling tool for relating forest reflectance to forest characteristics. With this tool it is possible to generate a large set of forest stands with corresponding reflectances. This opens the possibility to understand how reflectance is related to succession and different forest conditions. Article in Journal/Newspaper karelia* UFZ - Publication Index (Helmholtz-Centre for Environmental Research) Remote Sensing 15 12 3078
institution Open Polar
collection UFZ - Publication Index (Helmholtz-Centre for Environmental Research)
op_collection_id ftufz
language English
topic forest model
radiative transfer
vegetation indices
individual based
forest reflectance
spellingShingle forest model
radiative transfer
vegetation indices
individual based
forest reflectance
Henniger, Hans
Bohn, Friedrich
Schmidt, Kim
Huth, Andreas
A new approach combining a multilayer radiative transfer model with an individual based forest model: Application to boreal forests in Finland
topic_facet forest model
radiative transfer
vegetation indices
individual based
forest reflectance
description To understand forest dynamics under today’s changing environmental conditions, it is important to analyze the state of forests at large scales. Forest inventories are not available for all regions, so it is important to use other additional sources of information, e.g. remote sensing observations. Increasingly, remotely sensed data based on optical instruments and airborne LIDAR are becoming widely available for forests. There is great potential in analyzing these measurements and gaining an understanding of forests state. In this work, we combine the new generation radiative transfer model mScope with the individual-based forest model FORMIND to generate reflectance spectra for forests. Combining the two models allows us to account for species diversity at different height layers in the forest. We compare the generated reflectances for forest stands in Finland, in the region of North Karelia, with Sentinel-2 measurements. We investigate which level of forest representation gives the best results. For the majority of the forest stands, we generated good reflectances with all levels forest representation compared to the measured reflectance. Good correlations were also found for the vegetation indices (especially NDVI with R²=0.62). This work provides a forward modelling tool for relating forest reflectance to forest characteristics. With this tool it is possible to generate a large set of forest stands with corresponding reflectances. This opens the possibility to understand how reflectance is related to succession and different forest conditions.
format Article in Journal/Newspaper
author Henniger, Hans
Bohn, Friedrich
Schmidt, Kim
Huth, Andreas
author_facet Henniger, Hans
Bohn, Friedrich
Schmidt, Kim
Huth, Andreas
author_sort Henniger, Hans
title A new approach combining a multilayer radiative transfer model with an individual based forest model: Application to boreal forests in Finland
title_short A new approach combining a multilayer radiative transfer model with an individual based forest model: Application to boreal forests in Finland
title_full A new approach combining a multilayer radiative transfer model with an individual based forest model: Application to boreal forests in Finland
title_fullStr A new approach combining a multilayer radiative transfer model with an individual based forest model: Application to boreal forests in Finland
title_full_unstemmed A new approach combining a multilayer radiative transfer model with an individual based forest model: Application to boreal forests in Finland
title_sort new approach combining a multilayer radiative transfer model with an individual based forest model: application to boreal forests in finland
publisher MDPI, Basel
publishDate 2023
url https://www.ufz.de/index.php?en=20939&ufzPublicationIdentifier=27112
https://doi.org/10.3390/rs15123078
genre karelia*
genre_facet karelia*
op_source ISSN: 2072-4292
op_relation https://www.ufz.de/index.php?en=20939&ufzPublicationIdentifier=27112
https://dx.doi.org/10.3390/rs15123078
op_rights info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.3390/rs15123078
container_title Remote Sensing
container_volume 15
container_issue 12
container_start_page 3078
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