Incorporating high-resolution climate, remote sensing and topographic data to map annual forest growth in central and eastern Europe
- Publication type:
- Journal article
- Metadata:
-
- Autoren
- Jernej Jevsenak
- Marcin Klisz
- Jiri Masek
- Vojtech Cada
- Pavel Janda
- Miroslav Svoboda
- Ondrej Vostarek
- Vaclav Treml
- Ernst van der Maaten
- Andrei Popa
- Ionel Popa
- Marieke van der Maaten-Theunissen
- Tzvetan Zlatanov
- Tobias Scharnweber
- Svenja Ahlgrimm
- Juliane Stolz
- Irena Sochova
- Catalin-Constantin Roibu
- Hans Pretzsch
- Gerhard Schmied
- Enno Uhl
- Ryszard Kaczka
- Piotr Wrzesinski
- Martin Senfeldr
- Marcin Jakubowski
- Jan Tumajer
- Martin Wilmking
- Nikolaus Obojes
- Michal Rybnicek
- Mathieu Levesque
- Aleksei Potapov
- Soham Basu
- Marko Stojanovic
- Stefan Stjepanovic
- Adomas Vitas
- Domen Arnic
- Sandra Metslaid
- Anna Neycken
- Peter Prislan
- Claudia Hartl
- Daniel Ziche
- Petr Horacek
- Jan Krejza
- Sergei Mikhailov
- Jan Svetlik
- Aleksandra Kalisty
- Tomas Kolar
- Vasyl Lavnyy
- Maris Hordo
- Walter Oberhuber
- Tom Levanic
- Ilona Meszaros
- Lea Schneider
- Jiri Lehejcek
- Rohan Shetti
- Michal Bosela
- Paul Copini
- Marcin Koprowski
- Ute Sass-Klaassen
- Sule Ceyda Izmir
- Remigijus Bakys
- Hannes Entner
- Jan Esper
- Karolina Janecka
- Edurne Martinez del Castillo
- Rita Verbylaite
- Matyas Arvai
- Justine Charlet de Sauvage
- Katarina Cufar
- Markus Finner
- Torben Hilmers
- Zoltan Kern
- Klemen Novak
- Radenko Ponjarac
- Radoslaw Puchalka
- Bernhard Schuldt
- Nina Skrk Dolar
- Vladimir Tanovski
- Christian Zang
- Anja Zmegac
- Cornell Kuithan
- Marek Metslaid
- Eric Thurm
- Polona Hafner
- Luka Krajnc
- Mauro Bernabei
- Stefan Bojic
- Robert Brus
- Andreas Burger
- Ettore D'Andrea
- Todor Dorem
- Mariusz Glaweda
- Jozica Gricar
- Marko Gutalj
- Emil Horvath
- Sasa Kostic
- Bratislav Matovic
- Maks Merela
- Boban Miletic
- Andras Morgos
- Rafal Paluch
- Kamil Pilch
- Negar Rezaie
- Julia Rieder
- Niels Schwab
- Piotr Sewerniak
- Dejan Stojanovic
- Tobias Ullmann
- Nella Waszak
- Ewa Zin
- Mitja Skudnik
- Kristof Ostir
- Anja Rammig
- Allan Buras
- Autoren-URL
- https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=fis-test-1&SrcAuth=WosAPI&KeyUT=WOS:001158139800001&DestLinkType=FullRecord&DestApp=WOS_CPL
- DOI
- 10.1016/j.scitotenv.2023.169692
- eISSN
- 1879-1026
- Externe Identifier
- Clarivate Analytics Document Solution ID: HF7J1
- PubMed Identifier: 38160816
- ISSN
- 0048-9697
- Zeitschrift
- SCIENCE OF THE TOTAL ENVIRONMENT
- Schlüsselwörter
- Sentinel-1
- Sentinel-2
- Tree rings
- NDMI
- NDRE
- Random forest
- Artikelnummer
- ARTN 169692
- Datum der Veröffentlichung
- 2024
- Status
- Published
- Titel
- Incorporating high-resolution climate, remote sensing and topographic data to map annual forest growth in central and eastern Europe
- Sub types
- Article
- Ausgabe der Zeitschrift
- 913
Data source: Web of Science (Lite)
- Other metadata sources:
-
- Autoren
- Jernej Jevšenak
- Marcin Klisz
- Jiří Mašek
- Vojtěch Čada
- Pavel Janda
- Miroslav Svoboda
- Ondřej Vostarek
- Vaclav Treml
- Ernst van der Maaten
- Andrei Popa
- Ionel Popa
- Marieke van der Maaten-Theunissen
- Tzvetan Zlatanov
- Tobias Scharnweber
- Svenja Ahlgrimm
- Juliane Stolz
- Irena Sochová
- Cătălin-Constantin Roibu
- Hans Pretzsch
- Gerhard Schmied
- Enno Uhl
- Ryszard Kaczka
- Piotr Wrzesiński
- Martin Šenfeldr
- Marcin Jakubowski
- Jan Tumajer
- Martin Wilmking
- Nikolaus Obojes
- Michal Rybníček
- Mathieu Lévesque
- Aleksei Potapov
- Soham Basu
- Marko Stojanović
- Stefan Stjepanović
- Adomas Vitas
- Domen Arnič
- Sandra Metslaid
- Anna Neycken
- Peter Prislan
- Claudia Hartl
- Daniel Ziche
- Petr Horáček
- Jan Krejza
- Sergei Mikhailov
- Jan Světlík
- Aleksandra Kalisty
- Tomáš Kolář
- Vasyl Lavnyy
- Maris Hordo
- Walter Oberhuber
- Tom Levanič
- Ilona Mészáros
- Lea Schneider
- Jiří Lehejček
- Rohan Shetti
- Michal Bošeľa
- Paul Copini
- Marcin Koprowski
- Ute Sass-Klaassen
- Şule Ceyda Izmir
- Remigijus Bakys
- Hannes Entner
- Jan Esper
- Karolina Janecka
- Edurne Martinez del Castillo
- Rita Verbylaite
- Mátyás Árvai
- Justine Charlet de Sauvage
- Katarina Čufar
- Markus Finner
- Torben Hilmers
- Zoltán Kern
- Klemen Novak
- Radenko Ponjarac
- Radosław Puchałka
- Bernhard Schuldt
- Nina Škrk Dolar
- Vladimir Tanovski
- Christian Zang
- Anja Žmegač
- Cornell Kuithan
- Marek Metslaid
- Eric Thurm
- Polona Hafner
- Luka Krajnc
- Mauro Bernabei
- Stefan Bojić
- Robert Brus
- Andreas Burger
- Ettore D'Andrea
- Todor Đorem
- Mariusz Gławęda
- Jožica Gričar
- Marko Gutalj
- Emil Horváth
- Saša Kostić
- Bratislav Matović
- Maks Merela
- Boban Miletić
- András Morgós
- Rafał Paluch
- Kamil Pilch
- Negar Rezaie
- Julia Rieder
- Niels Schwab
- Piotr Sewerniak
- Dejan Stojanović
- Tobias Ullmann
- Nella Waszak
- Ewa Zin
- Mitja Skudnik
- Krištof Oštir
- Anja Rammig
- Allan Buras
- DOI
- 10.1016/j.scitotenv.2023.169692
- ISSN
- 0048-9697
- Zeitschrift
- Science of The Total Environment
- Sprache
- en
- Artikelnummer
- 169692
- Paginierung
- 169692 - 169692
- Datum der Veröffentlichung
- 2024
- Status
- Published
- Herausgeber
- Elsevier BV
- Herausgeber URL
- http://dx.doi.org/10.1016/j.scitotenv.2023.169692
- Datum der Datenerfassung
- 2024
- Titel
- Incorporating high-resolution climate, remote sensing and topographic data to map annual forest growth in central and eastern Europe
- Ausgabe der Zeitschrift
- 913
Data source: Crossref
- Abstract
- To enhance our understanding of forest carbon sequestration, climate change mitigation and drought impact on forest ecosystems, the availability of high-resolution annual forest growth maps based on tree-ring width (TRW) would provide a significant advancement to the field. Site-specific characteristics, which can be approximated by high-resolution Earth observation by satellites (EOS), emerge as crucial drivers of forest growth, influencing how climate translates into tree growth. EOS provides information on surface reflectance related to forest characteristics and thus can potentially improve the accuracy of forest growth models based on TRW. Through the modelling of TRW using EOS, climate and topography data, we showed that species-specific models can explain up to 52 % of model variance (Quercus petraea), while combining different species results in relatively poor model performance (R<sup>2</sup> = 13 %). The integration of EOS into models based solely on climate and elevation data improved the explained variance by 6 % on average. Leveraging these insights, we successfully generated a map of annual TRW for the year 2021. We employed the area of applicability (AOA) approach to delineate the range in which our models are deemed valid. The calculated AOA for the established forest-type models was 73 % of the study region, indicating robust spatial applicability. Notably, unreliable predictions predominantly occurred in the climate margins of our dataset. In conclusion, our large-scale assessment underscores the efficacy of combining climate, EOS and topographic data to develop robust models for mapping annual TRW. This research not only fills a critical void in the current understanding of forest growth dynamics but also highlights the potential of integrated data sources for comprehensive ecosystem assessments.
- Addresses
- TUM School of Life Sciences, Technical University of Munich, Germany; Department for Forest and Landscape Planning and Monitoring, Slovenian Forestry Institute, Slovenia. Electronic address: jernej.jevsenak@gozdis.si.
- Autoren
- Jernej Jevšenak
- Marcin Klisz
- Jiří Mašek
- Vojtěch Čada
- Pavel Janda
- Miroslav Svoboda
- Ondřej Vostarek
- Vaclav Treml
- Ernst van der Maaten
- Andrei Popa
- Ionel Popa
- Marieke van der Maaten-Theunissen
- Tzvetan Zlatanov
- Tobias Scharnweber
- Svenja Ahlgrimm
- Juliane Stolz
- Irena Sochová
- Cătălin-Constantin Roibu
- Hans Pretzsch
- Gerhard Schmied
- Enno Uhl
- Ryszard Kaczka
- Piotr Wrzesiński
- Martin Šenfeldr
- Marcin Jakubowski
- Jan Tumajer
- Martin Wilmking
- Nikolaus Obojes
- Michal Rybníček
- Mathieu Lévesque
- Aleksei Potapov
- Soham Basu
- Marko Stojanović
- Stefan Stjepanović
- Adomas Vitas
- Domen Arnič
- Sandra Metslaid
- Anna Neycken
- Peter Prislan
- Claudia Hartl
- Daniel Ziche
- Petr Horáček
- Jan Krejza
- Sergei Mikhailov
- Jan Světlík
- Aleksandra Kalisty
- Tomáš Kolář
- Vasyl Lavnyy
- Maris Hordo
- Walter Oberhuber
- Tom Levanič
- Ilona Mészáros
- Lea Schneider
- Jiří Lehejček
- Rohan Shetti
- Michal Bošeľa
- Paul Copini
- Marcin Koprowski
- Ute Sass-Klaassen
- Şule Ceyda Izmir
- Remigijus Bakys
- Hannes Entner
- Jan Esper
- Karolina Janecka
- Edurne Martinez Del Castillo
- Rita Verbylaite
- Mátyás Árvai
- Justine Charlet de Sauvage
- Katarina Čufar
- Markus Finner
- Torben Hilmers
- Zoltán Kern
- Klemen Novak
- Radenko Ponjarac
- Radosław Puchałka
- Bernhard Schuldt
- Nina Škrk Dolar
- Vladimir Tanovski
- Christian Zang
- Anja Žmegač
- Cornell Kuithan
- Marek Metslaid
- Eric Thurm
- Polona Hafner
- Luka Krajnc
- Mauro Bernabei
- Stefan Bojić
- Robert Brus
- Andreas Burger
- Ettore D'Andrea
- Todor Đorem
- Mariusz Gławęda
- Jožica Gričar
- Marko Gutalj
- Emil Horváth
- Saša Kostić
- Bratislav Matović
- Maks Merela
- Boban Miletić
- András Morgós
- Rafał Paluch
- Kamil Pilch
- Negar Rezaie
- Julia Rieder
- Niels Schwab
- Piotr Sewerniak
- Dejan Stojanović
- Tobias Ullmann
- Nella Waszak
- Ewa Zin
- Mitja Skudnik
- Krištof Oštir
- Anja Rammig
- Allan Buras
- DOI
- 10.1016/j.scitotenv.2023.169692
- eISSN
- 1879-1026
- Externe Identifier
- PubMed Identifier: 38160816
- Funding acknowledgements
- Romanian Government Ministry of Research Innovation and Digitization:
- European Regional Development Fund:
- Charles University:
- Alexander von Humboldt-Stiftung:
- Estonian University of Life Sciences:
- Agencija za raziskovalno dejavnost Republike Slovenije:
- EEA Grants:
- European Organization for Nuclear Research:
- Open access
- false
- ISSN
- 0048-9697
- Zeitschrift
- The Science of the total environment
- Schlüsselwörter
- Trees
- Ecosystem
- Europe
- Europe, Eastern
- Climate Change
- Remote Sensing Technology
- Forests
- Sprache
- eng
- Medium
- Print-Electronic
- Online publication date
- 2023
- Paginierung
- 169692
- Datum der Veröffentlichung
- 2024
- Status
- Published
- Publisher licence
- CC BY
- Datum der Datenerfassung
- 2023
- Titel
- Incorporating high-resolution climate, remote sensing and topographic data to map annual forest growth in central and eastern Europe.
- Sub types
- Journal Article
- Ausgabe der Zeitschrift
- 913
Data source: Europe PubMed Central
- Abstract
- To enhance our understanding of forest carbon sequestration, climate change mitigation and drought impact on forest ecosystems, the availability of high-resolution annual forest growth maps based on tree-ring width (TRW) would provide a significant advancement to the field. Site-specific characteristics, which can be approximated by high-resolution Earth observation by satellites (EOS), emerge as crucial drivers of forest growth, influencing how climate translates into tree growth. EOS provides information on surface reflectance related to forest characteristics and thus can potentially improve the accuracy of forest growth models based on TRW. Through the modelling of TRW using EOS, climate and topography data, we showed that species-specific models can explain up to 52 % of model variance (Quercus petraea), while combining different species results in relatively poor model performance (R2 = 13 %). The integration of EOS into models based solely on climate and elevation data improved the explained variance by 6 % on average. Leveraging these insights, we successfully generated a map of annual TRW for the year 2021. We employed the area of applicability (AOA) approach to delineate the range in which our models are deemed valid. The calculated AOA for the established forest-type models was 73 % of the study region, indicating robust spatial applicability. Notably, unreliable predictions predominantly occurred in the climate margins of our dataset. In conclusion, our large-scale assessment underscores the efficacy of combining climate, EOS and topographic data to develop robust models for mapping annual TRW. This research not only fills a critical void in the current understanding of forest growth dynamics but also highlights the potential of integrated data sources for comprehensive ecosystem assessments.
- Date of acceptance
- 2023
- Autoren
- Jernej Jevšenak
- Marcin Klisz
- Jiří Mašek
- Vojtěch Čada
- Pavel Janda
- Miroslav Svoboda
- Ondřej Vostarek
- Vaclav Treml
- Ernst van der Maaten
- Andrei Popa
- Ionel Popa
- Marieke van der Maaten-Theunissen
- Tzvetan Zlatanov
- Tobias Scharnweber
- Svenja Ahlgrimm
- Juliane Stolz
- Irena Sochová
- Cătălin-Constantin Roibu
- Hans Pretzsch
- Gerhard Schmied
- Enno Uhl
- Ryszard Kaczka
- Piotr Wrzesiński
- Martin Šenfeldr
- Marcin Jakubowski
- Jan Tumajer
- Martin Wilmking
- Nikolaus Obojes
- Michal Rybníček
- Mathieu Lévesque
- Aleksei Potapov
- Soham Basu
- Marko Stojanović
- Stefan Stjepanović
- Adomas Vitas
- Domen Arnič
- Sandra Metslaid
- Anna Neycken
- Peter Prislan
- Claudia Hartl
- Daniel Ziche
- Petr Horáček
- Jan Krejza
- Sergei Mikhailov
- Jan Světlík
- Aleksandra Kalisty
- Tomáš Kolář
- Vasyl Lavnyy
- Maris Hordo
- Walter Oberhuber
- Tom Levanič
- Ilona Mészáros
- Lea Schneider
- Jiří Lehejček
- Rohan Shetti
- Michal Bošeľa
- Paul Copini
- Marcin Koprowski
- Ute Sass-Klaassen
- Şule Ceyda Izmir
- Remigijus Bakys
- Hannes Entner
- Jan Esper
- Karolina Janecka
- Edurne Martinez Del Castillo
- Rita Verbylaite
- Mátyás Árvai
- Justine Charlet de Sauvage
- Katarina Čufar
- Markus Finner
- Torben Hilmers
- Zoltán Kern
- Klemen Novak
- Radenko Ponjarac
- Radosław Puchałka
- Bernhard Schuldt
- Nina Škrk Dolar
- Vladimir Tanovski
- Christian Zang
- Anja Žmegač
- Cornell Kuithan
- Marek Metslaid
- Eric Thurm
- Polona Hafner
- Luka Krajnc
- Mauro Bernabei
- Stefan Bojić
- Robert Brus
- Andreas Burger
- Ettore D'Andrea
- Todor Đorem
- Mariusz Gławęda
- Jožica Gričar
- Marko Gutalj
- Emil Horváth
- Saša Kostić
- Bratislav Matović
- Maks Merela
- Boban Miletić
- András Morgós
- Rafał Paluch
- Kamil Pilch
- Negar Rezaie
- Julia Rieder
- Niels Schwab
- Piotr Sewerniak
- Dejan Stojanović
- Tobias Ullmann
- Nella Waszak
- Ewa Zin
- Mitja Skudnik
- Krištof Oštir
- Anja Rammig
- Allan Buras
- Autoren-URL
- https://www.ncbi.nlm.nih.gov/pubmed/38160816
- DOI
- 10.1016/j.scitotenv.2023.169692
- eISSN
- 1879-1026
- Zeitschrift
- Sci Total Environ
- Schlüsselwörter
- NDMI
- NDRE
- Random forest
- Sentinel-1
- Sentinel-2
- Tree rings
- Ecosystem
- Remote Sensing Technology
- Forests
- Trees
- Climate Change
- Europe, Eastern
- Europe
- Sprache
- eng
- Country
- Netherlands
- Paginierung
- 169692
- PII
- S0048-9697(23)08322-5
- Datum der Veröffentlichung
- 2024
- Status
- Published
- Datum, an dem der Datensatz öffentlich gemacht wurde
- 2024
- Titel
- Incorporating high-resolution climate, remote sensing and topographic data to map annual forest growth in central and eastern Europe.
- Sub types
- Journal Article
- Ausgabe der Zeitschrift
- 913
Data source: PubMed
- Beziehungen:
- Property of