Using Model Analysis to Unveil Hidden Patterns in Tropical Forest Structures

When ordinating plots of tropical rain forests using stand-level structural attributes such as biomass, basal area and the number of trees in different size classes, two patterns often emerge: a gradient from poorly to highly stocked plots and high positive correlations between biomass, basal area a...

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Autores principales: Nicolas Picard, Frédéric Mortier, Pierre Ploton, Jingjing Liang, Géraldine Derroire, Jean-François Bastin, Narayanan Ayyappan, Fabrice Bénédet, Faustin Boyemba Bosela, Connie J. Clark, Thomas W. Crowther, Nestor Laurier Engone Obiang, Éric Forni, David Harris, Alfred Ngomanda, John R. Poulsen, Bonaventure Sonké, Pierre Couteron, Sylvie Gourlet-Fleury
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Publicado: Frontiers Media S.A. 2021
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spelling oai:doaj.org-article:09eac37afbf3415781a32ca554d3980f2021-12-01T19:46:56ZUsing Model Analysis to Unveil Hidden Patterns in Tropical Forest Structures2296-701X10.3389/fevo.2021.599200https://doaj.org/article/09eac37afbf3415781a32ca554d3980f2021-11-01T00:00:00Zhttps://www.frontiersin.org/articles/10.3389/fevo.2021.599200/fullhttps://doaj.org/toc/2296-701XWhen ordinating plots of tropical rain forests using stand-level structural attributes such as biomass, basal area and the number of trees in different size classes, two patterns often emerge: a gradient from poorly to highly stocked plots and high positive correlations between biomass, basal area and the number of large trees. These patterns are inherited from the demographics (growth, mortality and recruitment) and size allometry of trees and tend to obscure other patterns, such as site differences among plots, that would be more informative for inferring ecological processes. Using data from 133 rain forest plots at nine sites for which site differences are known, we aimed to filter out these patterns in forest structural attributes to unveil a hidden pattern. Using a null model framework, we generated the anticipated pattern inherited from individual allometric patterns. We then evaluated deviations between the data (observations) and predictions of the null model. Ordination of the deviations revealed site differences that were not evident in the ordination of observations. These sites differences could be related to different histories of large-scale forest disturbance. By filtering out patterns inherited from individuals, our model analysis provides more information on ecological processes.Nicolas PicardFrédéric MortierPierre PlotonJingjing LiangGéraldine DerroireJean-François BastinNarayanan AyyappanFabrice BénédetFaustin Boyemba BoselaConnie J. ClarkThomas W. CrowtherNestor Laurier Engone ObiangÉric ForniDavid HarrisAlfred NgomandaJohn R. PoulsenBonaventure SonkéPierre CouteronSylvie Gourlet-FleuryFrontiers Media S.A.articleforest structureforest typologynull modelpattern and processrain forestcorrelationEvolutionQH359-425EcologyQH540-549.5ENFrontiers in Ecology and Evolution, Vol 9 (2021)
institution DOAJ
collection DOAJ
language EN
topic forest structure
forest typology
null model
pattern and process
rain forest
correlation
Evolution
QH359-425
Ecology
QH540-549.5
spellingShingle forest structure
forest typology
null model
pattern and process
rain forest
correlation
Evolution
QH359-425
Ecology
QH540-549.5
Nicolas Picard
Frédéric Mortier
Pierre Ploton
Jingjing Liang
Géraldine Derroire
Jean-François Bastin
Narayanan Ayyappan
Fabrice Bénédet
Faustin Boyemba Bosela
Connie J. Clark
Thomas W. Crowther
Nestor Laurier Engone Obiang
Éric Forni
David Harris
Alfred Ngomanda
John R. Poulsen
Bonaventure Sonké
Pierre Couteron
Sylvie Gourlet-Fleury
Using Model Analysis to Unveil Hidden Patterns in Tropical Forest Structures
description When ordinating plots of tropical rain forests using stand-level structural attributes such as biomass, basal area and the number of trees in different size classes, two patterns often emerge: a gradient from poorly to highly stocked plots and high positive correlations between biomass, basal area and the number of large trees. These patterns are inherited from the demographics (growth, mortality and recruitment) and size allometry of trees and tend to obscure other patterns, such as site differences among plots, that would be more informative for inferring ecological processes. Using data from 133 rain forest plots at nine sites for which site differences are known, we aimed to filter out these patterns in forest structural attributes to unveil a hidden pattern. Using a null model framework, we generated the anticipated pattern inherited from individual allometric patterns. We then evaluated deviations between the data (observations) and predictions of the null model. Ordination of the deviations revealed site differences that were not evident in the ordination of observations. These sites differences could be related to different histories of large-scale forest disturbance. By filtering out patterns inherited from individuals, our model analysis provides more information on ecological processes.
format article
author Nicolas Picard
Frédéric Mortier
Pierre Ploton
Jingjing Liang
Géraldine Derroire
Jean-François Bastin
Narayanan Ayyappan
Fabrice Bénédet
Faustin Boyemba Bosela
Connie J. Clark
Thomas W. Crowther
Nestor Laurier Engone Obiang
Éric Forni
David Harris
Alfred Ngomanda
John R. Poulsen
Bonaventure Sonké
Pierre Couteron
Sylvie Gourlet-Fleury
author_facet Nicolas Picard
Frédéric Mortier
Pierre Ploton
Jingjing Liang
Géraldine Derroire
Jean-François Bastin
Narayanan Ayyappan
Fabrice Bénédet
Faustin Boyemba Bosela
Connie J. Clark
Thomas W. Crowther
Nestor Laurier Engone Obiang
Éric Forni
David Harris
Alfred Ngomanda
John R. Poulsen
Bonaventure Sonké
Pierre Couteron
Sylvie Gourlet-Fleury
author_sort Nicolas Picard
title Using Model Analysis to Unveil Hidden Patterns in Tropical Forest Structures
title_short Using Model Analysis to Unveil Hidden Patterns in Tropical Forest Structures
title_full Using Model Analysis to Unveil Hidden Patterns in Tropical Forest Structures
title_fullStr Using Model Analysis to Unveil Hidden Patterns in Tropical Forest Structures
title_full_unstemmed Using Model Analysis to Unveil Hidden Patterns in Tropical Forest Structures
title_sort using model analysis to unveil hidden patterns in tropical forest structures
publisher Frontiers Media S.A.
publishDate 2021
url https://doaj.org/article/09eac37afbf3415781a32ca554d3980f
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