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De Geeter S, Verstraeten G, Poesen J, Campforts B, Vanmaercke M. A data driven gully head susceptibility map of Africa at 30 m resolution. ENVIRONMENTAL RESEARCH 2023; 224:115573. [PMID: 36841523 DOI: 10.1016/j.envres.2023.115573] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Revised: 02/21/2023] [Accepted: 02/22/2023] [Indexed: 06/18/2023]
Abstract
Predicting gully erosion at the continental scale is challenging with current generation models. Moreover, datasets reflecting gully erosion processes are still rather scarce, especially in Africa. This study aims to bridge this gap by collecting an extensive dataset and developing a robust, empirical model that predicts gully head density at high resolution for the African continent. We developed a logistic probability model at 30 m resolution that predicts the likelihood of gully head occurrence using currently available GIS data sources. To calibrate and validate this model, we used a new database of 31,531 gully heads, mapped over 1216 sites across Africa. The exact location of all gully heads was manually mapped by trained experts using high-resolution imagery available from Google Earth. This allowed the extraction of detailed information at the gully head scale, such as the local soil surface slope. Variables included in our empirical model are topography, climate, vegetation, soil characteristics and tectonic context. They are consistent with our current process-based understanding of gully formation and evolution. The model shows that gully occurrences mainly depend on slope steepness, soil texture and vegetation cover and to a lesser extent on rainfall intensity and tectonic activity. The combination of these factors allows for robust and fairly reliable predictions of gully head occurrences, with Areas Under the Curve for validation around 0.8. Based on these results, we present the first gully head susceptibility map for Africa at a 30 m resolution.
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Affiliation(s)
- Sofie De Geeter
- KU Leuven, Division of Geography and Tourism, Department of Earth and Environmental Sciences, Celestijnenlaan 200E, 3001, Heverlee, Belgium; University of Liège, Department of Geography, Clos Mercator 3, 4000, Liège, Belgium; Research Foundation Flanders - FWO, Brussels, Belgium.
| | - Gert Verstraeten
- KU Leuven, Division of Geography and Tourism, Department of Earth and Environmental Sciences, Celestijnenlaan 200E, 3001, Heverlee, Belgium
| | - Jean Poesen
- KU Leuven, Division of Geography and Tourism, Department of Earth and Environmental Sciences, Celestijnenlaan 200E, 3001, Heverlee, Belgium; Maria-Curie Sklodowska University, Institute of Earth and Environmental Sciences, Kraśnicka Av. 2d, 20-718, Lublin, Poland
| | - Benjamin Campforts
- Institute of Arctic and Alpine Research, University of Colorado Boulder, Boulder, CO, USA
| | - Matthias Vanmaercke
- KU Leuven, Division of Geography and Tourism, Department of Earth and Environmental Sciences, Celestijnenlaan 200E, 3001, Heverlee, Belgium; University of Liège, Department of Geography, Clos Mercator 3, 4000, Liège, Belgium
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Abrupt response of chemical weathering to Late Quaternary hydroclimate changes in northeast Africa. Sci Rep 2017; 7:44231. [PMID: 28290474 PMCID: PMC5349522 DOI: 10.1038/srep44231] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2016] [Accepted: 02/06/2017] [Indexed: 11/22/2022] Open
Abstract
Chemical weathering of silicate rocks on continents acts as a major sink for atmospheric carbon dioxide and has played an important role in the evolution of the Earth’s climate. However, the magnitude and the nature of the links between weathering and climate are still under debate. In particular, the timescale over which chemical weathering may respond to climate change is yet to be constrained at the continental scale. Here we reconstruct the relationships between rainfall and chemical weathering in northeast Africa for the last 32,000 years. Using lithium isotopes and other geochemical proxies in the clay-size fraction of a marine sediment core from the Eastern Mediterranean Sea, we show that chemical weathering in the Nile Basin fluctuated in parallel with the monsoon-related climatic evolution of northeast Africa. We also evidence strongly reduced mineral alteration during centennial-scale regional drought episodes. Our findings indicate that silicate weathering may respond as quickly as physical erosion to abrupt hydroclimate reorganization on continents. Consequently, we anticipate that the forthcoming hydrological disturbances predicted for northeast Africa may have a major impact on chemical weathering patterns and soil resources in this region.
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