Tree canopy extent and height change in Europe, 2001–2021, quantified using Landsat data archive
European forests are among the most extensively studied ecosystems in the world, yet there are still debates about their recent dynamics. We modeled the changes in tree canopy height across Europe from 2001 to 2021 using the multidecadal spectral data from the Landsat archive and calibration data fr...
Published in: | Remote Sensing of Environment |
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Main Authors: | , , , , , , , , , , , , , , , , , |
Format: | Article in Journal/Newspaper |
Language: | English |
Published: |
Elsevier
2023
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Subjects: | |
Online Access: | https://lup.lub.lu.se/record/875cac22-6bb4-41c0-a1a6-bcee9b4a5ed4 https://doi.org/10.1016/j.rse.2023.113797 |
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author | Turubanova, Svetlana Potapov, Peter Hansen, Matthew C. Li, Xinyuan Tyukavina, Alexandra Pickens, Amy H. Hernandez-Serna, Andres Arranz, Adrian Pascual Guerra-Hernandez, Juan Senf, Cornelius Häme, Tuomas Valbuena, Ruben Eklundh, Lars Brovkina, Olga Navrátilová, Barbora Novotný, Jan Harris, Nancy Stolle, Fred |
author_facet | Turubanova, Svetlana Potapov, Peter Hansen, Matthew C. Li, Xinyuan Tyukavina, Alexandra Pickens, Amy H. Hernandez-Serna, Andres Arranz, Adrian Pascual Guerra-Hernandez, Juan Senf, Cornelius Häme, Tuomas Valbuena, Ruben Eklundh, Lars Brovkina, Olga Navrátilová, Barbora Novotný, Jan Harris, Nancy Stolle, Fred |
author_sort | Turubanova, Svetlana |
collection | Lund University Publications (LUP) |
container_start_page | 113797 |
container_title | Remote Sensing of Environment |
container_volume | 298 |
description | European forests are among the most extensively studied ecosystems in the world, yet there are still debates about their recent dynamics. We modeled the changes in tree canopy height across Europe from 2001 to 2021 using the multidecadal spectral data from the Landsat archive and calibration data from Airborne Laser Scanning (ALS) and spaceborne Global Ecosystem Dynamics Investigation (GEDI) lidars. Annual tree canopy height was modeled using regression tree ensembles and integrated with annual tree canopy removal maps to produce harmonized tree height map time series. From these time series, we derived annual tree canopy extent maps using a ≥ 5 m tree height threshold. The root-mean-square error (RMSE) for both ALS-calibrated and GEDI-calibrated tree canopy height maps was ≤4 m. The user's and producer's accuracies estimated using reference sample data are ≥94% for the tree canopy extent maps and ≥ 80% for the annual tree canopy removal maps. Analyzing the map time series, we found that the European tree canopy extent area increased by nearly 1% overall during the past two decades, with the largest increase observed in Eastern Europe, Southern Europe, and the British Isles. However, after the year 2016, the tree canopy extent in Europe declined. Some regions reduced their tree canopy extent between 2001 and 2021, with the highest reduction observed in Fennoscandia (3.5% net decrease). The continental extent of tall tree canopy forests (≥ 15 m height) decreased by 3% from 2001 to 2021. The recent decline in tree canopy extent agrees with the FAO statistics on timber harvesting intensification and with the increasing extent and severity of natural disturbances. The observed decreasing tree canopy height indicates a reduction in forest carbon storage capacity in Europe. |
format | Article in Journal/Newspaper |
genre | Fennoscandia |
genre_facet | Fennoscandia |
id | ftulundlup:oai:lup.lub.lu.se:875cac22-6bb4-41c0-a1a6-bcee9b4a5ed4 |
institution | Open Polar |
language | English |
op_collection_id | ftulundlup |
op_doi | https://doi.org/10.1016/j.rse.2023.113797 |
op_relation | http://dx.doi.org/10.1016/j.rse.2023.113797 scopus:85169892952 |
op_source | Remote Sensing of Environment; 298, no 113797 (2023) ISSN: 0034-4257 |
publishDate | 2023 |
publisher | Elsevier |
record_format | openpolar |
spelling | ftulundlup:oai:lup.lub.lu.se:875cac22-6bb4-41c0-a1a6-bcee9b4a5ed4 2025-04-06T14:51:59+00:00 Tree canopy extent and height change in Europe, 2001–2021, quantified using Landsat data archive Turubanova, Svetlana Potapov, Peter Hansen, Matthew C. Li, Xinyuan Tyukavina, Alexandra Pickens, Amy H. Hernandez-Serna, Andres Arranz, Adrian Pascual Guerra-Hernandez, Juan Senf, Cornelius Häme, Tuomas Valbuena, Ruben Eklundh, Lars Brovkina, Olga Navrátilová, Barbora Novotný, Jan Harris, Nancy Stolle, Fred 2023-12-01 https://lup.lub.lu.se/record/875cac22-6bb4-41c0-a1a6-bcee9b4a5ed4 https://doi.org/10.1016/j.rse.2023.113797 eng eng Elsevier http://dx.doi.org/10.1016/j.rse.2023.113797 scopus:85169892952 Remote Sensing of Environment; 298, no 113797 (2023) ISSN: 0034-4257 Physical Geography Europe Forest Forest change Landsat Lidar Tree canopy height contributiontojournal/article info:eu-repo/semantics/article text 2023 ftulundlup https://doi.org/10.1016/j.rse.2023.113797 2025-03-11T14:07:47Z European forests are among the most extensively studied ecosystems in the world, yet there are still debates about their recent dynamics. We modeled the changes in tree canopy height across Europe from 2001 to 2021 using the multidecadal spectral data from the Landsat archive and calibration data from Airborne Laser Scanning (ALS) and spaceborne Global Ecosystem Dynamics Investigation (GEDI) lidars. Annual tree canopy height was modeled using regression tree ensembles and integrated with annual tree canopy removal maps to produce harmonized tree height map time series. From these time series, we derived annual tree canopy extent maps using a ≥ 5 m tree height threshold. The root-mean-square error (RMSE) for both ALS-calibrated and GEDI-calibrated tree canopy height maps was ≤4 m. The user's and producer's accuracies estimated using reference sample data are ≥94% for the tree canopy extent maps and ≥ 80% for the annual tree canopy removal maps. Analyzing the map time series, we found that the European tree canopy extent area increased by nearly 1% overall during the past two decades, with the largest increase observed in Eastern Europe, Southern Europe, and the British Isles. However, after the year 2016, the tree canopy extent in Europe declined. Some regions reduced their tree canopy extent between 2001 and 2021, with the highest reduction observed in Fennoscandia (3.5% net decrease). The continental extent of tall tree canopy forests (≥ 15 m height) decreased by 3% from 2001 to 2021. The recent decline in tree canopy extent agrees with the FAO statistics on timber harvesting intensification and with the increasing extent and severity of natural disturbances. The observed decreasing tree canopy height indicates a reduction in forest carbon storage capacity in Europe. Article in Journal/Newspaper Fennoscandia Lund University Publications (LUP) Remote Sensing of Environment 298 113797 |
spellingShingle | Physical Geography Europe Forest Forest change Landsat Lidar Tree canopy height Turubanova, Svetlana Potapov, Peter Hansen, Matthew C. Li, Xinyuan Tyukavina, Alexandra Pickens, Amy H. Hernandez-Serna, Andres Arranz, Adrian Pascual Guerra-Hernandez, Juan Senf, Cornelius Häme, Tuomas Valbuena, Ruben Eklundh, Lars Brovkina, Olga Navrátilová, Barbora Novotný, Jan Harris, Nancy Stolle, Fred Tree canopy extent and height change in Europe, 2001–2021, quantified using Landsat data archive |
title | Tree canopy extent and height change in Europe, 2001–2021, quantified using Landsat data archive |
title_full | Tree canopy extent and height change in Europe, 2001–2021, quantified using Landsat data archive |
title_fullStr | Tree canopy extent and height change in Europe, 2001–2021, quantified using Landsat data archive |
title_full_unstemmed | Tree canopy extent and height change in Europe, 2001–2021, quantified using Landsat data archive |
title_short | Tree canopy extent and height change in Europe, 2001–2021, quantified using Landsat data archive |
title_sort | tree canopy extent and height change in europe, 2001–2021, quantified using landsat data archive |
topic | Physical Geography Europe Forest Forest change Landsat Lidar Tree canopy height |
topic_facet | Physical Geography Europe Forest Forest change Landsat Lidar Tree canopy height |
url | https://lup.lub.lu.se/record/875cac22-6bb4-41c0-a1a6-bcee9b4a5ed4 https://doi.org/10.1016/j.rse.2023.113797 |