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Jevšenak J, Klisz M, Mašek J, Čada V, Janda P, Svoboda M, Vostarek O, Treml V, van der Maaten E, Popa A, Popa I, van der Maaten-Theunissen M, Zlatanov T, Scharnweber T, Ahlgrimm S, Stolz J, Sochová I, Roibu CC, Pretzsch H, Schmied G, Uhl E, Kaczka R, Wrzesiński P, Šenfeldr M, Jakubowski M, Tumajer J, Wilmking M, Obojes N, Rybníček M, Lévesque M, Potapov A, Basu S, Stojanović M, Stjepanović S, Vitas A, Arnič D, Metslaid S, Neycken A, Prislan P, Hartl C, Ziche D, Horáček P, Krejza J, Mikhailov S, Světlík J, Kalisty A, Kolář T, Lavnyy V, Hordo M, Oberhuber W, Levanič T, Mészáros I, Schneider L, Lehejček J, Shetti R, Bošeľa M, Copini P, Koprowski M, Sass-Klaassen U, Izmir ŞC, Bakys R, Entner H, Esper J, Janecka K, Martinez Del Castillo E, Verbylaite R, Árvai M, de Sauvage JC, Čufar K, Finner M, Hilmers T, Kern Z, Novak K, Ponjarac R, Puchałka R, Schuldt B, Škrk Dolar N, Tanovski V, Zang C, Žmegač A, Kuithan C, Metslaid M, Thurm E, Hafner P, Krajnc L, Bernabei M, Bojić S, Brus R, Burger A, D'Andrea E, Đorem T, Gławęda M, Gričar J, Gutalj M, Horváth E, Kostić S, Matović B, Merela M, Miletić B, Morgós A, Paluch R, Pilch K, Rezaie N, Rieder J, Schwab N, Sewerniak P, Stojanović D, Ullmann T, Waszak N, Zin E, Skudnik M, Oštir K, Rammig A, Buras A. Incorporating high-resolution climate, remote sensing and topographic data to map annual forest growth in central and eastern Europe. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 913:169692. [PMID: 38160816 DOI: 10.1016/j.scitotenv.2023.169692] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Revised: 12/12/2023] [Accepted: 12/24/2023] [Indexed: 01/03/2024]
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.
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Affiliation(s)
- Jernej Jevšenak
- TUM School of Life Sciences, Technical University of Munich, Germany; Department for Forest and Landscape Planning and Monitoring, Slovenian Forestry Institute, Slovenia.
| | - Marcin Klisz
- Dendrolab IBL, Department of Silviculture and Forest Tree Genetics, Forest Research Institute, Poland
| | - Jiří Mašek
- Department of Physical Geography and Geoecology, Faculty of Science, Charles University, Czech Republic
| | - Vojtěch Čada
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Czech Republic
| | - Pavel Janda
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Czech Republic
| | - Miroslav Svoboda
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Czech Republic
| | - Ondřej Vostarek
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Czech Republic
| | - Vaclav Treml
- Department of Physical Geography and Geoecology, Faculty of Science, Charles University, Czech Republic
| | | | - Andrei Popa
- National Institute for Research and Development in Forestry "Marin Drăcea", Romania; Faculty of Silviculture and Forest Engineering, Transilvania University of Brasov, Romania
| | - Ionel Popa
- National Institute for Research and Development in Forestry "Marin Drăcea", Romania
| | | | - Tzvetan Zlatanov
- Institute of Biodiversity and Ecosystem Research, Bulgarian Academy of Sciences, Bulgaria
| | - Tobias Scharnweber
- DendroGreif, Institute of Botany and Landscape Ecology, Greifswald University, Germany
| | - Svenja Ahlgrimm
- DendroGreif, Institute of Botany and Landscape Ecology, Greifswald University, Germany
| | - Juliane Stolz
- Chair of Forest Growth and Woody Biomass Production, TU Dresden, Germany; Department of Forest Planning/Forest Research/Information Systems, Research Unit Silviculture and Forest Growth, Landesforst Mecklenburg-Vorpommern, Germany
| | - Irena Sochová
- Department of Wood Science and Wood Technology, Mendel University in Brno, Czech Republic; Global Change Research Institute of the Czech Academy of Sciences, Czech Republic
| | - Cătălin-Constantin Roibu
- Forest Biometrics Laboratory, Faculty of Forestry, "Stefan cel Mare" University of Suceava, Romania
| | - Hans Pretzsch
- TUM School of Life Sciences, Technical University of Munich, Germany
| | - Gerhard Schmied
- TUM School of Life Sciences, Technical University of Munich, Germany
| | - Enno Uhl
- TUM School of Life Sciences, Technical University of Munich, Germany; Bavarian State Institute of Forestry, Germany
| | - Ryszard Kaczka
- Department of Physical Geography and Geoecology, Faculty of Science, Charles University, Czech Republic
| | - Piotr Wrzesiński
- Dendrolab IBL, Department of Silviculture and Forest Tree Genetics, Forest Research Institute, Poland
| | - Martin Šenfeldr
- Department of Forest Botany, Dendrology and Geobiocoenology, Mendel University in Brno, Czech Republic
| | - Marcin Jakubowski
- Department of Forest Utilisation, Faculty of Forest and Wood Technology, Poznań University of Life Sciences, Poland
| | - Jan Tumajer
- Department of Physical Geography and Geoecology, Faculty of Science, Charles University, Czech Republic
| | - Martin Wilmking
- DendroGreif, Institute of Botany and Landscape Ecology, Greifswald University, Germany
| | | | - Michal Rybníček
- Department of Wood Science and Wood Technology, Mendel University in Brno, Czech Republic; Global Change Research Institute of the Czech Academy of Sciences, Czech Republic
| | - Mathieu Lévesque
- Silviculture Group, Institute of Terrestrial Ecosystems, ETH Zurich, Switzerland
| | - Aleksei Potapov
- Chair of Forest and Land Management and Wood Processing Technologies, Estonian University of Life Sciences, Estonia
| | - Soham Basu
- Department of Forest Ecology, Mendel University in Brno, Czech Republic
| | - Marko Stojanović
- Global Change Research Institute of the Czech Academy of Sciences, Czech Republic
| | - Stefan Stjepanović
- Department of Forestry, Faculty of Agriculture, University of East Sarajevo, Bosnia and Herzegovina
| | | | - Domen Arnič
- Department for Forest Technique and Economics, Slovenian Forestry Institute, Slovenia
| | - Sandra Metslaid
- Chair of Forest and Land Management and Wood Processing Technologies, Estonian University of Life Sciences, Estonia
| | - Anna Neycken
- Silviculture Group, Institute of Terrestrial Ecosystems, ETH Zurich, Switzerland
| | - Peter Prislan
- Department for Forest Technique and Economics, Slovenian Forestry Institute, Slovenia
| | - Claudia Hartl
- Nature Rings - Environmental Research and Education, Germany; Panel on Planetary Thinking, Justus-Liebig-University, Germany
| | - Daniel Ziche
- Faculty of Forest and Environment, Eberswalde University for Sustainable Development, Germany
| | - Petr Horáček
- Department of Wood Science and Wood Technology, Mendel University in Brno, Czech Republic; Global Change Research Institute of the Czech Academy of Sciences, Czech Republic
| | - Jan Krejza
- Global Change Research Institute of the Czech Academy of Sciences, Czech Republic; Department of Forest Ecology, Mendel University in Brno, Czech Republic
| | - Sergei Mikhailov
- Department of Wood Science and Wood Technology, Mendel University in Brno, Czech Republic; Global Change Research Institute of the Czech Academy of Sciences, Czech Republic
| | - Jan Světlík
- Global Change Research Institute of the Czech Academy of Sciences, Czech Republic; Department of Forest Ecology, Mendel University in Brno, Czech Republic
| | | | - Tomáš Kolář
- Department of Wood Science and Wood Technology, Mendel University in Brno, Czech Republic; Global Change Research Institute of the Czech Academy of Sciences, Czech Republic
| | - Vasyl Lavnyy
- Department of Silviculture, Ukrainian National Forestry University, Ukraine
| | - Maris Hordo
- Chair of Forest and Land Management and Wood Processing Technologies, Estonian University of Life Sciences, Estonia
| | | | - Tom Levanič
- Department of Forest Yield and Silviculture, Slovenian Forestry Institute, Slovenia; Faculty of Mathematics, Natural Sciences and Information Technologies, University of Primorska, Slovenia
| | - Ilona Mészáros
- Department of Botany, Faculty of Science and Technology, University of Debrecen, Hungary
| | - Lea Schneider
- Department of Geography, Justus-Liebig-University, Germany
| | - Jiří Lehejček
- Department of Environment, Faculty of Environment, Jan Evangelista Purkyně University, Czech Republic
| | - Rohan Shetti
- Department of Environment, Faculty of Environment, Jan Evangelista Purkyně University, Czech Republic
| | - Michal Bošeľa
- Department of Forest Management Planning and Informatics, Faculty of Forestry, Technical University in Zvolen, Slovakia
| | - Paul Copini
- Forest Ecology and Forest Management (FEM), Wageningen University & Research, the Netherlands; Wageningen Environmental Research, Wageningen University & Research, the Netherlands
| | - Marcin Koprowski
- Department of Ecology and Biogeography, Faculty of Biological and Veterinary Sciences, Nicolaus Copernicus University, Poland; Centre for Climate Change Research, Nicolaus Copernicus University, Poland
| | - Ute Sass-Klaassen
- Forest Ecology and Forest Management (FEM), Wageningen University & Research, the Netherlands; van Hall Larenstein Applied University, the Netherlands
| | - Şule Ceyda Izmir
- Department of Forest Botany, Faculty of Forestry, Istanbul University-Cerrahpaşa, Turkey
| | - Remigijus Bakys
- Department of Forestry, Kaunas Forestry and Environmental Engineering University of Applied Sciences, Lithuania
| | - Hannes Entner
- Department of Botany, University of Innsbruck, Austria
| | - Jan Esper
- Department of Geography, Johannes Gutenberg University, Germany
| | - Karolina Janecka
- DendroGreif, Institute of Botany and Landscape Ecology, Greifswald University, Germany; Climate Change Impacts and Risks in the Anthropocene (C-CIA), Institute for Environmental Sciences, University of Geneva, Switzerland
| | | | - Rita Verbylaite
- Department of Forest Genetics and Tree Breeding, Lithuanian Research Centre for Agriculture and Forestry, Lithuania
| | - Mátyás Árvai
- Institute for Soil Sciences, HUN-REN Centre for Agricultural Research, Hungary
| | | | - Katarina Čufar
- Department of Wood Science and Technology, Biotechnical Faculty, University of Ljubljana, Slovenia
| | - Markus Finner
- Department of Botany, University of Innsbruck, Austria
| | - Torben Hilmers
- TUM School of Life Sciences, Technical University of Munich, Germany
| | - Zoltán Kern
- Institute for Geological and Geochemical Research, HUN-REN Research Centre for Astronomy and Earth Sciences, Hungary; CSFK, MTA Centre of Excellence, Budapest, Hungary
| | - Klemen Novak
- Department of Wood Science and Technology, Biotechnical Faculty, University of Ljubljana, Slovenia
| | - Radenko Ponjarac
- Institute of Lowland Forestry and Environment, University of Novi Sad, Serbia
| | - Radosław Puchałka
- Department of Ecology and Biogeography, Faculty of Biological and Veterinary Sciences, Nicolaus Copernicus University, Poland; Centre for Climate Change Research, Nicolaus Copernicus University, Poland
| | | | - Nina Škrk Dolar
- Department of Wood Science and Technology, Biotechnical Faculty, University of Ljubljana, Slovenia
| | - Vladimir Tanovski
- Hans Em, Faculty of Forest Sciences, Landscape Architecture and Environmental Engineering, Ss. Cyril and Methodius, University in Skopje, North Macedonia
| | - Christian Zang
- TUM School of Life Sciences, Technical University of Munich, Germany; Department of Forestry, University of Applied Sciences Weihenstephan-Triesdorf, Germany
| | - Anja Žmegač
- TUM School of Life Sciences, Technical University of Munich, Germany; Department of Forestry, University of Applied Sciences Weihenstephan-Triesdorf, Germany
| | - Cornell Kuithan
- Chair of Forest Growth and Woody Biomass Production, TU Dresden, Germany
| | - Marek Metslaid
- Institute of Forestry and Engineering, Estonian University of Life Sciences, Estonia
| | - Eric Thurm
- Department of Forest Planning/Forest Research/Information Systems, Research Unit Silviculture and Forest Growth, Landesforst Mecklenburg-Vorpommern, Germany
| | - Polona Hafner
- Department of Forest Yield and Silviculture, Slovenian Forestry Institute, Slovenia
| | - Luka Krajnc
- Department of Forest Yield and Silviculture, Slovenian Forestry Institute, Slovenia
| | - Mauro Bernabei
- Institute of BioEconomy, National Research Council, Italy
| | - Stefan Bojić
- Department of Forestry, Faculty of Agriculture, University of East Sarajevo, Bosnia and Herzegovina
| | - Robert Brus
- Department of Forestry and Renewable Forest Resources, Biotechnical Faculty, University of Ljubljana, Slovenia
| | - Andreas Burger
- DendroGreif, Institute of Botany and Landscape Ecology, Greifswald University, Germany
| | - Ettore D'Andrea
- Research Institute on Terrestrial Ecosystems (IRET), National Research Council of Italy (CNR), Italy; National Biodiversity Future Centre - NBFC, Italy
| | - Todor Đorem
- Department of Forestry, Faculty of Agriculture, University of East Sarajevo, Bosnia and Herzegovina
| | - Mariusz Gławęda
- Stefan Żeromski High School No 2 with Bilingual Departments in Sieradz, Poland
| | - Jožica Gričar
- Department of Forest Physiology and Genetics, Slovenian Forestry Institute, Slovenia
| | - Marko Gutalj
- Department of Forestry, Faculty of Agriculture, University of East Sarajevo, Bosnia and Herzegovina
| | | | - Saša Kostić
- Institute of Lowland Forestry and Environment, University of Novi Sad, Serbia
| | - Bratislav Matović
- Department of Forestry, Faculty of Agriculture, University of East Sarajevo, Bosnia and Herzegovina; Institute of Lowland Forestry and Environment, University of Novi Sad, Serbia
| | - Maks Merela
- Department of Wood Science and Technology, Biotechnical Faculty, University of Ljubljana, Slovenia
| | - Boban Miletić
- Department of Forestry, Faculty of Agriculture, University of East Sarajevo, Bosnia and Herzegovina
| | | | - Rafał Paluch
- Dendrolab IBL, Department of Natural Forests, Forest Research Institute (IBL), Poland
| | - Kamil Pilch
- Dendrolab IBL, Department of Natural Forests, Forest Research Institute (IBL), Poland
| | - Negar Rezaie
- Research Institute on Terrestrial Ecosystems (IRET), National Research Council of Italy (CNR), Italy
| | | | - Niels Schwab
- Centre for Earth System Research and Sustainability (CEN), Institute of Geography, Universität Hamburg, Germany
| | - Piotr Sewerniak
- Department of Soil Science and Landscape Management, Nicolaus Copernicus University, Poland
| | - Dejan Stojanović
- Institute of Lowland Forestry and Environment, University of Novi Sad, Serbia
| | - Tobias Ullmann
- Department of Remote Sensing, Institute of Geography and Geology, University of Würzburg, Germany
| | - Nella Waszak
- Centre for Climate Change Research, Nicolaus Copernicus University, Poland
| | - Ewa Zin
- Dendrolab IBL, Department of Natural Forests, Forest Research Institute (IBL), Poland; Southern Swedish Forest Research Centre, Swedish University of Agricultural Sciences (SLU), Sweden
| | - Mitja Skudnik
- Department for Forest and Landscape Planning and Monitoring, Slovenian Forestry Institute, Slovenia; Department of Forestry and Renewable Forest Resources, Biotechnical Faculty, University of Ljubljana, Slovenia
| | - Krištof Oštir
- Faculty of Civil and Geodetic Engineering, University of Ljubljana, Slovenia
| | - Anja Rammig
- TUM School of Life Sciences, Technical University of Munich, Germany
| | - Allan Buras
- TUM School of Life Sciences, Technical University of Munich, Germany
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Kirdyanov AV, Saurer M, Arzac A, Knorre AA, Prokushkin AS, Churakova Sidorova OV, Arosio T, Bebchuk T, Siegwolf R, Büntgen U. Thawing permafrost can mitigate warming-induced drought stress in boreal forest trees. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 912:168858. [PMID: 38030001 DOI: 10.1016/j.scitotenv.2023.168858] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2023] [Revised: 11/21/2023] [Accepted: 11/23/2023] [Indexed: 12/01/2023]
Abstract
Perennially frozen soil, also known as permafrost, is important for the functioning and productivity of most of the boreal forest, the world's largest terrestrial biome. A better understanding of complex vegetation-permafrost interrelationships is needed to predict changes in local- to large-scale carbon, nutrient, and water cycle dynamics under future global warming. Here, we analyze tree-ring width and tree-ring stable isotope (C and O) measurements of Gmelin larch (Larix gmelinii (Rupr.) Rupr.) from six permafrost sites in the northern taiga of central Siberia. Our multi-parameter approach shows that changes in tree growth were predominantly controlled by the air and topsoil temperature and moisture content of the active soil and upper permafrost layers. The observed patterns range from strong growth limitations by early summer temperatures at higher elevations to significant growth controls by precipitation at warmer and well-drained lower-elevation sites. Enhanced radial tree growth is mainly found at sites with fast thawing upper mineral soil layers, and the comparison of tree-ring isotopes over five-year periods with different amounts of summer precipitation indicates that trees can prevent drought stress by accessing water from melted snow and seasonally frozen soil. Identifying the active soil and upper permafrost layers as central water resources for boreal tree growth during dry summers demonstrates the complexity of ecosystem responses to climatic changes.
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Affiliation(s)
- Alexander V Kirdyanov
- Department of Geography, University of Cambridge, CB2 3EN, UK; Sukachev Institute of Forest SB RAS, Federal Research Center 'Krasnoyarsk Science Center SB RAS', 660036 Krasnoyarsk, Akademgorodok, Russian Federation; Siberian Federal University, 660041 Krasnoyarsk, Svobodnii 79, Russian Federation.
| | - Matthias Saurer
- Swiss Federal Institute for Forest, Snow and Landscape Research WSL, CH-8903 Birmensdorf, Switzerland
| | - Alberto Arzac
- Siberian Federal University, 660041 Krasnoyarsk, Svobodnii 79, Russian Federation
| | - Anastasia A Knorre
- Siberian Federal University, 660041 Krasnoyarsk, Svobodnii 79, Russian Federation; National Park "Krasnoyarsk Stolby", Krasnoyarsk 660006, Russian Federation
| | - Anatoly S Prokushkin
- Sukachev Institute of Forest SB RAS, Federal Research Center 'Krasnoyarsk Science Center SB RAS', 660036 Krasnoyarsk, Akademgorodok, Russian Federation; Siberian Federal University, 660041 Krasnoyarsk, Svobodnii 79, Russian Federation
| | - Olga V Churakova Sidorova
- Siberian Federal University, 660041 Krasnoyarsk, Svobodnii 79, Russian Federation; Swiss Federal Institute for Forest, Snow and Landscape Research WSL, CH-8903 Birmensdorf, Switzerland
| | - Tito Arosio
- Department of Geography, University of Cambridge, CB2 3EN, UK
| | - Tatiana Bebchuk
- Department of Geography, University of Cambridge, CB2 3EN, UK
| | - Rolf Siegwolf
- Swiss Federal Institute for Forest, Snow and Landscape Research WSL, CH-8903 Birmensdorf, Switzerland
| | - Ulf Büntgen
- Department of Geography, University of Cambridge, CB2 3EN, UK; Swiss Federal Institute for Forest, Snow and Landscape Research WSL, CH-8903 Birmensdorf, Switzerland; Department of Geography, Masaryk University, 61137 Brno, Czech Republic; Global Change Research Centre, 61300 Brno, Czech Republic
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Słowiński M, Obremska M, Avirmed D, Woszczyk M, Adiya S, Łuców D, Mroczkowska A, Halaś A, Szczuciński W, Kruk A, Lamentowicz M, Stańczak J, Rudaya N. Fires, vegetation, and human-The history of critical transitions during the last 1000 years in Northeastern Mongolia. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 838:155660. [PMID: 35526637 DOI: 10.1016/j.scitotenv.2022.155660] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Revised: 04/28/2022] [Accepted: 04/28/2022] [Indexed: 06/14/2023]
Abstract
Fires are natural phenomena that impact human behaviors, vegetation, and landscape functions. However, the long-term history of fire, especially in the permafrost marginal zone of Central Asia (Mongolia), is poorly understood. This paper presents the results of radiocarbon and short-lived radionuclides (210Pb and 137Cs) dating, pollen, geochemical, charcoal, and statistical analyses (Kohonen's artificial neural network) of sediment core obtained from Northern Mongolia (the Khentii Mountains region). Therefore, we present the first high-resolution fire history from Northern Mongolia covering the last 1000 years, based on a multiproxy analysis of peat archive data. The results revealed that most of the fires in the region were likely initiated by natural factors, which were probably related to heatwaves causing prolonged droughts. We have demonstrated the link between enhanced fires and "dzud", a local climatic phenomenon. The number of livestock, which has been increasing for several decades, and the observed climatic changes are superimposed to cause "dzud", a deadly combination of droughts and snowy winter, which affects fire intensity. We observed that the study area has a sensitive ecosystem that reacts quickly to climate change. In terms of changes in the vegetation, the reconstruction reflected climate variations during the last millennium, the degradation of permafrost and occurrence of fires. However, more sites with good chronologies are needed to thoroughly understand the spatial relationships between changing climate, permafrost degradation, and vegetation change, which ultimately affect the nomadic societies in the region of Central and Northern Mongolia.
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Affiliation(s)
- Michał Słowiński
- Past Landscape Dynamics Laboratory, Institute of Geography and Spatial Organisation, Polish Academy of Sciences, Warsaw, Poland.
| | - Milena Obremska
- Institute of Geological Sciences, Polish Academy of Sciences, Warsaw, Poland
| | - Dashtseren Avirmed
- Institute of Geography and Geoecology, Mongolian Academy of Sciences, Ulaanbaatar, Mongolia
| | - Michał Woszczyk
- Biogeochemistry Research Unit, Adam Mickiewicz University, Poznań, Poland
| | - Saruulzaya Adiya
- Institute of Geography and Geoecology, Mongolian Academy of Sciences, Ulaanbaatar, Mongolia
| | - Dominika Łuców
- Past Landscape Dynamics Laboratory, Institute of Geography and Spatial Organisation, Polish Academy of Sciences, Warsaw, Poland
| | - Agnieszka Mroczkowska
- Past Landscape Dynamics Laboratory, Institute of Geography and Spatial Organisation, Polish Academy of Sciences, Warsaw, Poland; Department of Geology and Geomorphology, Faculty of Geographical Sciences, University of Lodz, Lodz, Poland
| | - Agnieszka Halaś
- Past Landscape Dynamics Laboratory, Institute of Geography and Spatial Organisation, Polish Academy of Sciences, Warsaw, Poland
| | - Witold Szczuciński
- Geohazards Research Unit, Institute of Geology, Adam Mickiewicz University, Poznań, Poland
| | - Andrzej Kruk
- Department of Ecology and Vertebrate Zoology, Faculty of Biology and Environmental Protection, University of Lodz, Łódź, Poland
| | - Mariusz Lamentowicz
- Climate Change Ecology Research Unit, Adam Mickiewicz University, Poznań, Poland
| | - Joanna Stańczak
- Institute of Geological Sciences, Polish Academy of Sciences, Warsaw, Poland
| | - Natalia Rudaya
- PaleoData Lab, Institute of Archaeology and Ethnography SB RAS, Novosibirsk, Russia
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