Intra-annual relationship between precipitation and forest disturbance in the African rainforest

Analysis of forest disturbance patterns in relation to precipitation seasonality is important for understanding African tropical forest dynamics under changing climate conditions and different levels of human activities. Newly available radar-based forest disturbance information now enables an investigation of the intra-annual relationship between precipitation and forest disturbance in a spatially and temporally explicit manner, especially in the tropics, where frequent cloud cover hinders the use of optical-based remote sensing products. In this study, we applied cross-correlation on monthly precipitation and forest disturbance time series for 2019 and 2020 at a 0.5◦ grid in the African rainforest. We used the magnitude of the correlation and time lag to assess the intra-annual relationship between precipitation and forest disturbance, and introduced accessibility proxies to analyse the spatial variation of the relationship. Results revealed that a significant negative correlation between forest disturbance and precipitation dominates the study region. We found that significant negative correlations appear on average closer to settlements with overall smaller variations in travel time to settlements compared to grid cells with non-significant and significant positive correlation. The magnitude of the negative correlation increases as the travel time to settlements increases, implying that forest disturbances in less accessible areas are more affected by precipitation seasonality and that in particular human-induced disturbance activities are predominantly carried out in the drier months. Few areas showed a significant positive correlation, mainly resulting from natural causes such as flooding. These new insights in the interaction between forest disturbance, precipitation and accessibility provide a step forward inunderstanding the complex interactions that underlie the complexity of forest loss patterns that we can increasingly capture with Earth Observation approaches. As such, they can support forest conservation and management in coping with climate change induced changes of precipitation patterns in African rainforest countries.

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Bibliographic Details
Main Authors: Gou, Yaqing, Balling, Johannes, De Sy, Veronique, Herold, Martin, De Keersmaecker, Wanda, Slagter, Bart, Mullissa, Adugna, Shang, Xiaocheng, Reiche, Johannes
Format: Article/Letter to editor biblioteca
Language:English
Subjects:African rainforest, Sentinel-1, forest disturbance seasonality, precipitation seasonality,
Online Access:https://research.wur.nl/en/publications/intra-annual-relationship-between-precipitation-and-forest-distur
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spelling dig-wur-nl-wurpubs-5957912024-10-30 Gou, Yaqing Balling, Johannes De Sy, Veronique Herold, Martin De Keersmaecker, Wanda Slagter, Bart Mullissa, Adugna Shang, Xiaocheng Reiche, Johannes Article/Letter to editor Environmental Research Letters 17 (2022) 4 ISSN: 1748-9326 Intra-annual relationship between precipitation and forest disturbance in the African rainforest 2022 Analysis of forest disturbance patterns in relation to precipitation seasonality is important for understanding African tropical forest dynamics under changing climate conditions and different levels of human activities. Newly available radar-based forest disturbance information now enables an investigation of the intra-annual relationship between precipitation and forest disturbance in a spatially and temporally explicit manner, especially in the tropics, where frequent cloud cover hinders the use of optical-based remote sensing products. In this study, we applied cross-correlation on monthly precipitation and forest disturbance time series for 2019 and 2020 at a 0.5◦ grid in the African rainforest. We used the magnitude of the correlation and time lag to assess the intra-annual relationship between precipitation and forest disturbance, and introduced accessibility proxies to analyse the spatial variation of the relationship. Results revealed that a significant negative correlation between forest disturbance and precipitation dominates the study region. We found that significant negative correlations appear on average closer to settlements with overall smaller variations in travel time to settlements compared to grid cells with non-significant and significant positive correlation. The magnitude of the negative correlation increases as the travel time to settlements increases, implying that forest disturbances in less accessible areas are more affected by precipitation seasonality and that in particular human-induced disturbance activities are predominantly carried out in the drier months. Few areas showed a significant positive correlation, mainly resulting from natural causes such as flooding. These new insights in the interaction between forest disturbance, precipitation and accessibility provide a step forward inunderstanding the complex interactions that underlie the complexity of forest loss patterns that we can increasingly capture with Earth Observation approaches. As such, they can support forest conservation and management in coping with climate change induced changes of precipitation patterns in African rainforest countries. en application/pdf https://research.wur.nl/en/publications/intra-annual-relationship-between-precipitation-and-forest-distur 10.1088/1748-9326/ac5ca0 https://edepot.wur.nl/567229 African rainforest Sentinel-1 forest disturbance seasonality precipitation seasonality https://creativecommons.org/licenses/by/4.0/ https://creativecommons.org/licenses/by/4.0/ Wageningen University & Research
institution WUR NL
collection DSpace
country Países bajos
countrycode NL
component Bibliográfico
access En linea
databasecode dig-wur-nl
tag biblioteca
region Europa del Oeste
libraryname WUR Library Netherlands
language English
topic African rainforest
Sentinel-1
forest disturbance seasonality
precipitation seasonality
African rainforest
Sentinel-1
forest disturbance seasonality
precipitation seasonality
spellingShingle African rainforest
Sentinel-1
forest disturbance seasonality
precipitation seasonality
African rainforest
Sentinel-1
forest disturbance seasonality
precipitation seasonality
Gou, Yaqing
Balling, Johannes
De Sy, Veronique
Herold, Martin
De Keersmaecker, Wanda
Slagter, Bart
Mullissa, Adugna
Shang, Xiaocheng
Reiche, Johannes
Intra-annual relationship between precipitation and forest disturbance in the African rainforest
description Analysis of forest disturbance patterns in relation to precipitation seasonality is important for understanding African tropical forest dynamics under changing climate conditions and different levels of human activities. Newly available radar-based forest disturbance information now enables an investigation of the intra-annual relationship between precipitation and forest disturbance in a spatially and temporally explicit manner, especially in the tropics, where frequent cloud cover hinders the use of optical-based remote sensing products. In this study, we applied cross-correlation on monthly precipitation and forest disturbance time series for 2019 and 2020 at a 0.5◦ grid in the African rainforest. We used the magnitude of the correlation and time lag to assess the intra-annual relationship between precipitation and forest disturbance, and introduced accessibility proxies to analyse the spatial variation of the relationship. Results revealed that a significant negative correlation between forest disturbance and precipitation dominates the study region. We found that significant negative correlations appear on average closer to settlements with overall smaller variations in travel time to settlements compared to grid cells with non-significant and significant positive correlation. The magnitude of the negative correlation increases as the travel time to settlements increases, implying that forest disturbances in less accessible areas are more affected by precipitation seasonality and that in particular human-induced disturbance activities are predominantly carried out in the drier months. Few areas showed a significant positive correlation, mainly resulting from natural causes such as flooding. These new insights in the interaction between forest disturbance, precipitation and accessibility provide a step forward inunderstanding the complex interactions that underlie the complexity of forest loss patterns that we can increasingly capture with Earth Observation approaches. As such, they can support forest conservation and management in coping with climate change induced changes of precipitation patterns in African rainforest countries.
format Article/Letter to editor
topic_facet African rainforest
Sentinel-1
forest disturbance seasonality
precipitation seasonality
author Gou, Yaqing
Balling, Johannes
De Sy, Veronique
Herold, Martin
De Keersmaecker, Wanda
Slagter, Bart
Mullissa, Adugna
Shang, Xiaocheng
Reiche, Johannes
author_facet Gou, Yaqing
Balling, Johannes
De Sy, Veronique
Herold, Martin
De Keersmaecker, Wanda
Slagter, Bart
Mullissa, Adugna
Shang, Xiaocheng
Reiche, Johannes
author_sort Gou, Yaqing
title Intra-annual relationship between precipitation and forest disturbance in the African rainforest
title_short Intra-annual relationship between precipitation and forest disturbance in the African rainforest
title_full Intra-annual relationship between precipitation and forest disturbance in the African rainforest
title_fullStr Intra-annual relationship between precipitation and forest disturbance in the African rainforest
title_full_unstemmed Intra-annual relationship between precipitation and forest disturbance in the African rainforest
title_sort intra-annual relationship between precipitation and forest disturbance in the african rainforest
url https://research.wur.nl/en/publications/intra-annual-relationship-between-precipitation-and-forest-distur
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