Species-specific, pan-European diameter increment models based on data of 2.3 million trees

Abstract Background Over the last decades, many forest simulators have been developed for the forests of individual European countries. The underlying growth models are usually based on national datasets of varying size, obtained from National Forest Inventories or from long-term research plots. Man...

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Main Authors: Mart-Jan Schelhaas, Geerten M Hengeveld, Nanny Heidema, Esther Thürig, Brigitte Rohner, Giorgio Vacchiano, Jordi Vayreda, John Redmond, Jarosław Socha, Jonas Fridman, Stein Tomter, Heino Polley, Susana Barreiro, Gert-Jan Nabuurs
Format: Article
Language:English
Published: SpringerOpen 2018-04-01
Series:Forest Ecosystems
Subjects:
Online Access:http://link.springer.com/article/10.1186/s40663-018-0133-3
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spelling doaj-c8d7efa271c64b0fb430207c0d9f52492020-11-25T01:09:06ZengSpringerOpenForest Ecosystems2197-56202018-04-015111910.1186/s40663-018-0133-3Species-specific, pan-European diameter increment models based on data of 2.3 million treesMart-Jan Schelhaas0Geerten M Hengeveld1Nanny Heidema2Esther Thürig3Brigitte Rohner4Giorgio Vacchiano5Jordi Vayreda6John Redmond7Jarosław Socha8Jonas Fridman9Stein Tomter10Heino Polley11Susana Barreiro12Gert-Jan Nabuurs13Wageningen University and Research, Wageningen Environmental Research (WENR)Wageningen University and Research, BiometrisWageningen University and Research, Wageningen Environmental Research (WENR)Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Resource AnalysisSwiss Federal Institute for Forest, Snow and Landscape Research WSL, Resource AnalysisEuropean Commission, Joint Research Centre, Directorate D, Sustainable Resources – Bio-Economy UnitCREAFForest Service, Department of Agriculture, Food and the Marine, Johnstown Castle Estate, Co.Department of Biometry and Forest Productivity, Institute of Forest Resources Management, Faculty of Forestry, University of Agriculture in KrakowSwedish University of Agricultural Sciences (SLU)Norwegian Institute of Bioeconomy ResearchThünen Institute, Institute of Forest EcosystemsForest Research Centre (CEF), Instituto Superior de Agronomia, Universidade de LisboaWageningen University and Research, Wageningen Environmental Research (WENR)Abstract Background Over the last decades, many forest simulators have been developed for the forests of individual European countries. The underlying growth models are usually based on national datasets of varying size, obtained from National Forest Inventories or from long-term research plots. Many of these models include country- and location-specific predictors, such as site quality indices that may aggregate climate, soil properties and topography effects. Consequently, it is not sensible to compare such models among countries, and it is often impossible to apply models outside the region or country they were developed for. However, there is a clear need for more generically applicable but still locally accurate and climate sensitive simulators at the European scale, which requires the development of models that are applicable across the European continent. The purpose of this study is to develop tree diameter increment models that are applicable at the European scale, but still locally accurate. We compiled and used a dataset of diameter increment observations of over 2.3 million trees from 10 National Forest Inventories in Europe and a set of 99 potential explanatory variables covering forest structure, weather, climate, soil and nutrient deposition. Results Diameter increment models are presented for 20 species/species groups. Selection of explanatory variables was done using a combination of forward and backward selection methods. The explained variance ranged from 10% to 53% depending on the species. Variables related to forest structure (basal area of the stand and relative size of the tree) contributed most to the explained variance, but environmental variables were important to account for spatial patterns. The type of environmental variables included differed greatly among species. Conclusions The presented diameter increment models are the first of their kind that are applicable at the European scale. This is an important step towards the development of a new generation of forest development simulators that can be applied at the European scale, but that are sensitive to variations in growing conditions and applicable to a wider range of management systems than before. This allows European scale but detailed analyses concerning topics like CO2 sequestration, wood mobilisation, long term impact of management, etc.http://link.springer.com/article/10.1186/s40663-018-0133-3European forestsDiameter increment modelClimate changeGrowth modellingNational forest inventory
collection DOAJ
language English
format Article
sources DOAJ
author Mart-Jan Schelhaas
Geerten M Hengeveld
Nanny Heidema
Esther Thürig
Brigitte Rohner
Giorgio Vacchiano
Jordi Vayreda
John Redmond
Jarosław Socha
Jonas Fridman
Stein Tomter
Heino Polley
Susana Barreiro
Gert-Jan Nabuurs
spellingShingle Mart-Jan Schelhaas
Geerten M Hengeveld
Nanny Heidema
Esther Thürig
Brigitte Rohner
Giorgio Vacchiano
Jordi Vayreda
John Redmond
Jarosław Socha
Jonas Fridman
Stein Tomter
Heino Polley
Susana Barreiro
Gert-Jan Nabuurs
Species-specific, pan-European diameter increment models based on data of 2.3 million trees
Forest Ecosystems
European forests
Diameter increment model
Climate change
Growth modelling
National forest inventory
author_facet Mart-Jan Schelhaas
Geerten M Hengeveld
Nanny Heidema
Esther Thürig
Brigitte Rohner
Giorgio Vacchiano
Jordi Vayreda
John Redmond
Jarosław Socha
Jonas Fridman
Stein Tomter
Heino Polley
Susana Barreiro
Gert-Jan Nabuurs
author_sort Mart-Jan Schelhaas
title Species-specific, pan-European diameter increment models based on data of 2.3 million trees
title_short Species-specific, pan-European diameter increment models based on data of 2.3 million trees
title_full Species-specific, pan-European diameter increment models based on data of 2.3 million trees
title_fullStr Species-specific, pan-European diameter increment models based on data of 2.3 million trees
title_full_unstemmed Species-specific, pan-European diameter increment models based on data of 2.3 million trees
title_sort species-specific, pan-european diameter increment models based on data of 2.3 million trees
publisher SpringerOpen
series Forest Ecosystems
issn 2197-5620
publishDate 2018-04-01
description Abstract Background Over the last decades, many forest simulators have been developed for the forests of individual European countries. The underlying growth models are usually based on national datasets of varying size, obtained from National Forest Inventories or from long-term research plots. Many of these models include country- and location-specific predictors, such as site quality indices that may aggregate climate, soil properties and topography effects. Consequently, it is not sensible to compare such models among countries, and it is often impossible to apply models outside the region or country they were developed for. However, there is a clear need for more generically applicable but still locally accurate and climate sensitive simulators at the European scale, which requires the development of models that are applicable across the European continent. The purpose of this study is to develop tree diameter increment models that are applicable at the European scale, but still locally accurate. We compiled and used a dataset of diameter increment observations of over 2.3 million trees from 10 National Forest Inventories in Europe and a set of 99 potential explanatory variables covering forest structure, weather, climate, soil and nutrient deposition. Results Diameter increment models are presented for 20 species/species groups. Selection of explanatory variables was done using a combination of forward and backward selection methods. The explained variance ranged from 10% to 53% depending on the species. Variables related to forest structure (basal area of the stand and relative size of the tree) contributed most to the explained variance, but environmental variables were important to account for spatial patterns. The type of environmental variables included differed greatly among species. Conclusions The presented diameter increment models are the first of their kind that are applicable at the European scale. This is an important step towards the development of a new generation of forest development simulators that can be applied at the European scale, but that are sensitive to variations in growing conditions and applicable to a wider range of management systems than before. This allows European scale but detailed analyses concerning topics like CO2 sequestration, wood mobilisation, long term impact of management, etc.
topic European forests
Diameter increment model
Climate change
Growth modelling
National forest inventory
url http://link.springer.com/article/10.1186/s40663-018-0133-3
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