Beyond precipitation: physiographic gradients dictate the relative importance of environmental drivers on Savanna vegetation.

BACKGROUND: Understanding the drivers of large-scale vegetation change is critical to managing landscapes and key to predicting how projected climate and land use changes will affect regional vegetation patterns. This study aimed to improve our understanding of the role, magnitude and spatial distri...

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Main Authors: Miguel A Campo-Bescós, Rafael Muñoz-Carpena, David A Kaplan, Jane Southworth, Likai Zhu, Peter R Waylen
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2013-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC3758306?pdf=render
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spelling doaj-de36d0e9ce6e41f084269a33258419262020-11-24T21:12:24ZengPublic Library of Science (PLoS)PLoS ONE1932-62032013-01-0188e7234810.1371/journal.pone.0072348Beyond precipitation: physiographic gradients dictate the relative importance of environmental drivers on Savanna vegetation.Miguel A Campo-BescósRafael Muñoz-CarpenaDavid A KaplanJane SouthworthLikai ZhuPeter R WaylenBACKGROUND: Understanding the drivers of large-scale vegetation change is critical to managing landscapes and key to predicting how projected climate and land use changes will affect regional vegetation patterns. This study aimed to improve our understanding of the role, magnitude and spatial distribution of the key environmental factors driving vegetation change in southern African savanna, and how they vary across physiographic gradients. METHODOLOGY/PRINCIPAL FINDINGS: We applied Dynamic Factor Analysis (DFA), a multivariate times series dimension reduction technique to ten years of monthly remote sensing data (MODIS-derived normalized difference vegetation index, NDVI) and a suite of environmental covariates: precipitation, mean and maximum temperature, soil moisture, relative humidity, fire and potential evapotranspiration. Monthly NDVI was described by cyclic seasonal variation with distinct spatiotemporal patterns in different physiographic regions. Results support existing work emphasizing the importance of precipitation, soil moisture and fire on NDVI, but also reveal overlooked effects of temperature and evapotranspiration, particularly in regions with higher mean annual precipitation. Critically, spatial distributions of the weights of environmental covariates point to a transition in the importance of precipitation and soil moisture (strongest in grass-dominated regions with precipitation<750 mm) to fire, potential evapotranspiration, and temperature (strongest in tree-dominated regions with precipitation>950 mm). CONCLUSIONS/SIGNIFICANCE: We quantified the combined spatiotemporal effects of an available suite of environmental drivers on NDVI across a large and diverse savanna region. The analysis supports known drivers of savanna vegetation but also uncovers important roles of temperature and evapotranspiration. Results highlight the utility of applying the DFA approach to remote sensing products for regional analyses of landscape change in the context of global environmental change. With the dramatic increase in global change research, this methodology augurs well for further development and application of spatially explicit time series modeling to studies at the intersection of ecology and remote sensing.http://europepmc.org/articles/PMC3758306?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Miguel A Campo-Bescós
Rafael Muñoz-Carpena
David A Kaplan
Jane Southworth
Likai Zhu
Peter R Waylen
spellingShingle Miguel A Campo-Bescós
Rafael Muñoz-Carpena
David A Kaplan
Jane Southworth
Likai Zhu
Peter R Waylen
Beyond precipitation: physiographic gradients dictate the relative importance of environmental drivers on Savanna vegetation.
PLoS ONE
author_facet Miguel A Campo-Bescós
Rafael Muñoz-Carpena
David A Kaplan
Jane Southworth
Likai Zhu
Peter R Waylen
author_sort Miguel A Campo-Bescós
title Beyond precipitation: physiographic gradients dictate the relative importance of environmental drivers on Savanna vegetation.
title_short Beyond precipitation: physiographic gradients dictate the relative importance of environmental drivers on Savanna vegetation.
title_full Beyond precipitation: physiographic gradients dictate the relative importance of environmental drivers on Savanna vegetation.
title_fullStr Beyond precipitation: physiographic gradients dictate the relative importance of environmental drivers on Savanna vegetation.
title_full_unstemmed Beyond precipitation: physiographic gradients dictate the relative importance of environmental drivers on Savanna vegetation.
title_sort beyond precipitation: physiographic gradients dictate the relative importance of environmental drivers on savanna vegetation.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2013-01-01
description BACKGROUND: Understanding the drivers of large-scale vegetation change is critical to managing landscapes and key to predicting how projected climate and land use changes will affect regional vegetation patterns. This study aimed to improve our understanding of the role, magnitude and spatial distribution of the key environmental factors driving vegetation change in southern African savanna, and how they vary across physiographic gradients. METHODOLOGY/PRINCIPAL FINDINGS: We applied Dynamic Factor Analysis (DFA), a multivariate times series dimension reduction technique to ten years of monthly remote sensing data (MODIS-derived normalized difference vegetation index, NDVI) and a suite of environmental covariates: precipitation, mean and maximum temperature, soil moisture, relative humidity, fire and potential evapotranspiration. Monthly NDVI was described by cyclic seasonal variation with distinct spatiotemporal patterns in different physiographic regions. Results support existing work emphasizing the importance of precipitation, soil moisture and fire on NDVI, but also reveal overlooked effects of temperature and evapotranspiration, particularly in regions with higher mean annual precipitation. Critically, spatial distributions of the weights of environmental covariates point to a transition in the importance of precipitation and soil moisture (strongest in grass-dominated regions with precipitation<750 mm) to fire, potential evapotranspiration, and temperature (strongest in tree-dominated regions with precipitation>950 mm). CONCLUSIONS/SIGNIFICANCE: We quantified the combined spatiotemporal effects of an available suite of environmental drivers on NDVI across a large and diverse savanna region. The analysis supports known drivers of savanna vegetation but also uncovers important roles of temperature and evapotranspiration. Results highlight the utility of applying the DFA approach to remote sensing products for regional analyses of landscape change in the context of global environmental change. With the dramatic increase in global change research, this methodology augurs well for further development and application of spatially explicit time series modeling to studies at the intersection of ecology and remote sensing.
url http://europepmc.org/articles/PMC3758306?pdf=render
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