The Effect of Surface Fire in Savannah Systems in the Kruger National Park (KNP), South Africa, on the Backscatter of C-Band Sentinel-1 Images

Savannahs are mixed woody-grass communities where low-intensity surface fires are common, affecting mostly the grass layer and rarely damaging trees. We investigated the effect of surface fires in a savannah system in the Kruger National Park, South Africa, on the backscatter of synthetic aperture r...

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Main Authors: Renaud Mathieu, Russell Main, David P. Roy, Laven Naidoo, Hannah Yang
Format: Article
Language:English
Published: MDPI AG 2019-06-01
Series:Fire
Subjects:
Online Access:https://www.mdpi.com/2571-6255/2/3/37
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spelling doaj-02d899ef83a2459d9bc9f947d51a7df72020-11-24T21:27:37ZengMDPI AGFire2571-62552019-06-01233710.3390/fire2030037fire2030037The Effect of Surface Fire in Savannah Systems in the Kruger National Park (KNP), South Africa, on the Backscatter of C-Band Sentinel-1 ImagesRenaud Mathieu0Russell Main1David P. Roy2Laven Naidoo3Hannah Yang4Ecosystem Earth Observation, Natural Resources and the Environment, Council for Science and Industrial Research, PO BOX 395, Pretoria 0001, South AfricaEcosystem Earth Observation, Natural Resources and the Environment, Council for Science and Industrial Research, PO BOX 395, Pretoria 0001, South AfricaDepartment of Geography, Environment & Spatial Sciences and Center for Global Change and Earth Observations, Michigan State University, East Lansing, MI 48824, USAEcosystem Earth Observation, Natural Resources and the Environment, Council for Science and Industrial Research, PO BOX 395, Pretoria 0001, South AfricaDepartment of Chemistry, Princeton University, Princeton, NJ 08544, USASavannahs are mixed woody-grass communities where low-intensity surface fires are common, affecting mostly the grass layer and rarely damaging trees. We investigated the effect of surface fires in a savannah system in the Kruger National Park, South Africa, on the backscatter of synthetic aperture radar (SAR) C-band Sentinel-1A images. Pre-fire and post-fire dual polarized (VH, VV) C-band backscatter values were examined for 30 burn events. For all events, a systematic backscatter decrease from pre-fire to post-fire conditions was observed, with mean backscatter decreases of 1.61 dB and 0.99 dB for VH and VV, respectively. A total of 90% and 75% of the burn events showed a decrease in VH and VV backscatter greater than 0.43 dB, the overall absolute radiometric of Sentinel-1A products. The VH data were, overall, 1.7 times more sensitive to surface fire effects than the VV data. C-band data are likely sensitive to a reduction in grass biomass typical of surface fires, as well as in grass/soil moisture levels. Early season fires had higher backscatter decreases due to greater early season moisture conditions. For region with more than 30% woody cover, the effect of fire on the C-band backscatter was reduced. Denser woody communities tend to produce lower grass fuel load and less intense surface fires, and limit the penetration of C-band microwaves to the ground where most savannah fires and associated effects occur. This research provides evidence that C-band space-borne SAR is sensitive to the effects of surface-level fires in southern African savannahs. The unique availability of frequent and spatially detailed C-band data from the Sentinel-1 SAR constellation provide new opportunities for burned area mapping and systematic monitoring in savannahs systems, for instance, for fine-scale fire propagation studies.https://www.mdpi.com/2571-6255/2/3/37fireburned areamappingSentinel-1African savannahs
collection DOAJ
language English
format Article
sources DOAJ
author Renaud Mathieu
Russell Main
David P. Roy
Laven Naidoo
Hannah Yang
spellingShingle Renaud Mathieu
Russell Main
David P. Roy
Laven Naidoo
Hannah Yang
The Effect of Surface Fire in Savannah Systems in the Kruger National Park (KNP), South Africa, on the Backscatter of C-Band Sentinel-1 Images
Fire
fire
burned area
mapping
Sentinel-1
African savannahs
author_facet Renaud Mathieu
Russell Main
David P. Roy
Laven Naidoo
Hannah Yang
author_sort Renaud Mathieu
title The Effect of Surface Fire in Savannah Systems in the Kruger National Park (KNP), South Africa, on the Backscatter of C-Band Sentinel-1 Images
title_short The Effect of Surface Fire in Savannah Systems in the Kruger National Park (KNP), South Africa, on the Backscatter of C-Band Sentinel-1 Images
title_full The Effect of Surface Fire in Savannah Systems in the Kruger National Park (KNP), South Africa, on the Backscatter of C-Band Sentinel-1 Images
title_fullStr The Effect of Surface Fire in Savannah Systems in the Kruger National Park (KNP), South Africa, on the Backscatter of C-Band Sentinel-1 Images
title_full_unstemmed The Effect of Surface Fire in Savannah Systems in the Kruger National Park (KNP), South Africa, on the Backscatter of C-Band Sentinel-1 Images
title_sort effect of surface fire in savannah systems in the kruger national park (knp), south africa, on the backscatter of c-band sentinel-1 images
publisher MDPI AG
series Fire
issn 2571-6255
publishDate 2019-06-01
description Savannahs are mixed woody-grass communities where low-intensity surface fires are common, affecting mostly the grass layer and rarely damaging trees. We investigated the effect of surface fires in a savannah system in the Kruger National Park, South Africa, on the backscatter of synthetic aperture radar (SAR) C-band Sentinel-1A images. Pre-fire and post-fire dual polarized (VH, VV) C-band backscatter values were examined for 30 burn events. For all events, a systematic backscatter decrease from pre-fire to post-fire conditions was observed, with mean backscatter decreases of 1.61 dB and 0.99 dB for VH and VV, respectively. A total of 90% and 75% of the burn events showed a decrease in VH and VV backscatter greater than 0.43 dB, the overall absolute radiometric of Sentinel-1A products. The VH data were, overall, 1.7 times more sensitive to surface fire effects than the VV data. C-band data are likely sensitive to a reduction in grass biomass typical of surface fires, as well as in grass/soil moisture levels. Early season fires had higher backscatter decreases due to greater early season moisture conditions. For region with more than 30% woody cover, the effect of fire on the C-band backscatter was reduced. Denser woody communities tend to produce lower grass fuel load and less intense surface fires, and limit the penetration of C-band microwaves to the ground where most savannah fires and associated effects occur. This research provides evidence that C-band space-borne SAR is sensitive to the effects of surface-level fires in southern African savannahs. The unique availability of frequent and spatially detailed C-band data from the Sentinel-1 SAR constellation provide new opportunities for burned area mapping and systematic monitoring in savannahs systems, for instance, for fine-scale fire propagation studies.
topic fire
burned area
mapping
Sentinel-1
African savannahs
url https://www.mdpi.com/2571-6255/2/3/37
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