{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,16]],"date-time":"2026-04-16T17:41:06Z","timestamp":1776361266241,"version":"3.51.2"},"reference-count":155,"publisher":"MDPI AG","issue":"21","license":[{"start":{"date-parts":[[2021,10,29]],"date-time":"2021-10-29T00:00:00Z","timestamp":1635465600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Monitoring urban area expansion through multispectral remotely sensed data and other geomatics techniques is fundamental for sustainable urban planning. Forecasting of future land use land cover (LULC) change for the years 2034 and 2050 was performed using the Cellular Automata Markov model for the current fast-growing Epworth district of the Harare Metropolitan Province, Zimbabwe. The stochastic CA\u2013Markov modelling procedure validation yielded kappa statistics above 80%, ascertaining good agreement. The spatial distribution of the LULC classes CBD\/Industrial area, water and irrigated croplands as projected for 2034 and 2050 show slight notable changes. For projected scenarios in 2034 and 2050, low\u2013medium-density residential areas are predicted to increase from 11.1 km2 to 12.3 km2 between 2018 and 2050. Similarly, high-density residential areas are predicted to increase from 18.6 km2 to 22.4 km2 between 2018 and 2050. Assessment of the effects of future climate change on potential soil erosion risk for Epworth district were undertaken by applying the representative concentration pathways (RCP4.5 and RCP8.5) climate scenarios, and model ensemble averages from multiple general circulation models (GCMs) were used to derive the rainfall erosivity factor for the RUSLE model. Average soil loss rates for both climate scenarios, RCP4.5 and RCP8.5, were predicted to be high in 2034 due to the large spatial area extent of croplands and disturbed green spaces exposed to soil erosion processes, therefore increasing potential soil erosion risk, with RCP4.5 having more impact than RCP8.5 due to a higher applied rainfall erosivity. For 2050, the predicted wide area average soil loss rates declined for both climate scenarios RCP4.5 and RCP8.5, following the predicted decline in rainfall erosivity and vulnerable areas that are erodible. Overall, high potential soil erosion risk was predicted along the flanks of the drainage network for both RCP4.5 and RCP8.5 climate scenarios in 2050.<\/jats:p>","DOI":"10.3390\/rs13214360","type":"journal-article","created":{"date-parts":[[2021,11,1]],"date-time":"2021-11-01T22:24:22Z","timestamp":1635805462000},"page":"4360","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":16,"title":["Predicting the Impact of Future Land Use and Climate Change on Potential Soil Erosion Risk in an Urban District of the Harare Metropolitan Province, Zimbabwe"],"prefix":"10.3390","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7505-5730","authenticated-orcid":false,"given":"Andrew K.","family":"Marondedze","sequence":"first","affiliation":[{"name":"Physical Geography, Institute of Geographical Sciences, Freie Universit\u00e4t Berlin, 12449 Berlin, Germany"}]},{"given":"Brigitta","family":"Sch\u00fctt","sequence":"additional","affiliation":[{"name":"Physical Geography, Institute of Geographical Sciences, Freie Universit\u00e4t Berlin, 12449 Berlin, Germany"}]}],"member":"1968","published-online":{"date-parts":[[2021,10,29]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"21994","DOI":"10.1073\/pnas.2001403117","article-title":"Land Use and Climate Change Impacts on Global Soil Erosion by Water (2015\u20132070)","volume":"117","author":"Borrelli","year":"2020","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_2","doi-asserted-by":"crossref","unstructured":"Mondal, A., Khare, D., Kundu, S., Meena, P.K., Mishra, P.K., and Shukla, R. (2015). Impact of Climate Change on Future Soil Erosion in Different Slope, Land Use, and Soil-Type Conditions in a Part of the Narmada River Basin, India. J. Hydrol. Eng., 20.","DOI":"10.1061\/(ASCE)HE.1943-5584.0001065"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1007\/s10661-008-0179-8","article-title":"Quantification and Site-Specification of the Support Practice Factor When Mapping Soil Erosion Risk Associated with Olive Plantations in the Mediterranean Island of Crete","volume":"149","author":"Karydas","year":"2009","journal-title":"Environ. Monit. Assess."},{"key":"ref_4","first-page":"37","article-title":"Land Use Classification and Change Detection by Using Multi-Temporal Remotely Sensed Imagery: The Case of Chunati Wildlife Sanctuary, Bangladesh","volume":"21","author":"Islam","year":"2018","journal-title":"Egypt. J. Remote Sens. Space Sci."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"375","DOI":"10.1177\/030913339702100303","article-title":"Modelling and Monitoring Land-Cover Change Processes in Tropical Regions","volume":"21","author":"Lambin","year":"1997","journal-title":"Prog. Phys. Geogr. Earth Environ."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"205","DOI":"10.1016\/j.jue.2010.09.003","article-title":"Sprawl and Blight","volume":"69","author":"Brueckner","year":"2011","journal-title":"J. Urban Econ."},{"key":"ref_7","first-page":"223","article-title":"Application of Geo-Spatial Techniques and Cellular Automata for Modelling Urban Growth of a Heterogeneous Urban Fringe","volume":"20","author":"Jat","year":"2017","journal-title":"Egypt. J. Remote Sens. Space Sci."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1016\/j.ijsbe.2015.02.005","article-title":"Monitoring Urban Growth and Land Use Change Detection with GIS and Remote Sensing Techniques in Daqahlia Governorate Egypt","volume":"4","author":"Hegazy","year":"2015","journal-title":"Int. J. Sustain. Built Environ."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"397","DOI":"10.1016\/j.buildenv.2017.06.033","article-title":"Prediction of Future Urban Surface Temperatures Using Medium Resolution Satellite Data in Harare Metropolitan City, Zimbabwe","volume":"122","author":"Mushore","year":"2017","journal-title":"Build. Environ."},{"key":"ref_10","unstructured":"(2021, February 02). UN World Urbanization Prospects: The 2014 Revision, Highlights 2014. Available online: https:\/\/www.un.org\/en\/development\/desa\/publications\/2014-revision-world-urbanization-prospects.html."},{"key":"ref_11","unstructured":"(2021, February 04). UN World Urbanization Prospects: The 2011 Revision United Nations. Available online: https:\/\/www.un.org\/en\/development\/desa\/population\/publications\/pdf\/urbanization\/WUP2011_Report.pdf."},{"key":"ref_12","unstructured":"(2021, March 24). World Economic Forum Global-Continent-Urban-Population-Urbanisation-Percent 2020. Available online: https:\/\/www.weforum.org\/agenda\/2020\/11\/global-continent-urban-population-urbanisation-percent\/."},{"key":"ref_13","unstructured":"UN (2021, March 24). Population Division Then & Now: Urban Population Worldwide 2020. Available online: https:\/\/population.un.org\/wup\/."},{"key":"ref_14","unstructured":"(2020, October 14). ZimStats (Zimbabwe National Statistics Agency) Census 2012: Preliminary Report. Available online: https:\/\/www.zimstat.co.zw\/wp-content\/uploads\/publications\/Population\/population\/census-2012-national-report.pdf."},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Marondedze, A.K., and Sch\u00fctt, B. (2019). Dynamics of Land Use and Land Cover Changes in Harare, Zimbabwe: A Case Study on the Linkage between Drivers and the Axis of Urban Expansion. Land, 8.","DOI":"10.3390\/land8100155"},{"key":"ref_16","first-page":"380","article-title":"The Simulation and Prediction of Spatio-Temporal Urban Growth Trends Using Cellular Automata Models: A Review","volume":"52","author":"Aburas","year":"2016","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Myers, G. (2011). African Cities: Alternative Visions of Urban Theory and Practice, Zed Books Ltd.","DOI":"10.5040\/9781350218123"},{"key":"ref_18","first-page":"1011","article-title":"Quantification Error versus Location Error in Comparison of Categorical Maps","volume":"66","author":"Pontius","year":"2000","journal-title":"Photogramm. Eng. Remote Sens."},{"key":"ref_19","first-page":"29","article-title":"Urban Sprawl: Metrics, Dynamics and Modelling Using GIS","volume":"5","author":"Sudhira","year":"2004","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Chalise, D., Kumar, L., and Kristiansen, P. (2019). Land Degradation by Soil Erosion in Nepal: A Review. Soil Syst., 3.","DOI":"10.3390\/soilsystems3010012"},{"key":"ref_21","first-page":"22","article-title":"Quantification of Areal Extent of Soil Erosion in Dryland Urban Areas: An Example from Windhoek, Namibia","volume":"10","author":"Shikangalah","year":"2017","journal-title":"Cities Environ. (CATE)"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"322","DOI":"10.4236\/ars.2013.24035","article-title":"Monitoring Urban Spatial Growth in Harare Metropolitan Province, Zimbabwe","volume":"02","author":"Kamusoko","year":"2013","journal-title":"Adv. Remote Sens."},{"key":"ref_23","doi-asserted-by":"crossref","unstructured":"Marondedze, A.K., and Sch\u00fctt, B. (2020). Assessment of Soil Erosion Using the RUSLE Model for the Epworth District of the Harare Metropolitan Province, Zimbabwe. Sustainability, 12.","DOI":"10.3390\/su12208531"},{"key":"ref_24","unstructured":"USDA (2020, May 18). NRCS Soil Quality\u2014Urban Technical Note No. 1: Erosion and Sedimentation on Construction Sites 2000. Available online: http:\/\/www.aiswcd.org\/wp-content\/uploads\/2013\/04\/u011.pdf."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"34-1","DOI":"10.1029\/2001WR000493","article-title":"Climate-Induced Changes in Erosion during the 21st Century for Eight U.S. Locations: Climate-Induced Changes in Erosion","volume":"38","author":"Pruski","year":"2002","journal-title":"Water Resour. Res."},{"key":"ref_26","unstructured":"IPCC, (Intergovernmental Panel on Climate Change) (2021, February 15). Climate Change 2014: Impacts, Adaptation, and Vulnerability. Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change 2014. Available online: https:\/\/www.ipcc.ch\/report\/ar5\/wg2\/."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"43","DOI":"10.1007\/s12040-017-0823-1","article-title":"Simulating Climate Change Impact on Soil Erosion Using RUSLE Model\u2014A Case Study in a Watershed of Mid-Himalayan Landscape","volume":"126","author":"Gupta","year":"2017","journal-title":"J. Earth Syst. Sci."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"94","DOI":"10.1016\/j.earscirev.2016.10.004","article-title":"Impacts of Climate Change on Water Erosion: A Review","volume":"163","author":"Li","year":"2016","journal-title":"Earth-Sci. Rev."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"171","DOI":"10.2489\/jswc.69.2.171","article-title":"Potential Impacts of Climate Change on Soil Erosion Vulnerability across the Conterminous United States","volume":"69","author":"Segura","year":"2014","journal-title":"J. Soil Water Conserv."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"64","DOI":"10.1016\/j.jaridenv.2015.06.002","article-title":"Land Use and Climate Change Effects on Soil Erosion in a Semi-Arid Mountainous Watershed (High Atlas, Morocco)","volume":"122","author":"Simonneaux","year":"2015","journal-title":"J. Arid Environ."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1016\/j.geomorph.2010.01.004","article-title":"Modeling Soil Erosion and Its Response to Land-Use Change in Hilly Catchments of the Chinese Loess Plateau","volume":"118","author":"Feng","year":"2010","journal-title":"Geomorphology"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"99","DOI":"10.1016\/j.catena.2014.04.019","article-title":"Impact of Climate Change on Soil Erosion\u2014A High-Resolution Projection on Catchment Scale until 2100 in Saxony\/Germany","volume":"121","author":"Routschek","year":"2014","journal-title":"CATENA"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"457","DOI":"10.14207\/ejsd.2012.v1n3p457","article-title":"About to Lose All the Soil in Zaka\u2019s Ward 5, Zimbabwe: Rewards of Unsustainable Land Use","volume":"1","author":"Makwara","year":"2012","journal-title":"Eur. J. Sustain. Dev."},{"key":"ref_34","first-page":"57","article-title":"Sedimentation and Its Impacts\/Effects on River System and Reservoir Water Quality: Case Study of Mazowe Catchment, Zimbabwe","volume":"377","author":"Tundu","year":"2018","journal-title":"Proc. Int. Assoc. Hydrol. Sci."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"419","DOI":"10.1016\/0264-8377(88)90076-2","article-title":"Soil Erosion and Conservation Policy in Zimbabwe","volume":"5","author":"Whitlow","year":"1988","journal-title":"Land Use Policy"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1016\/j.agrformet.2011.12.004","article-title":"Addressing Key Limitations Associated with Modelling Soil Erosion under the Impacts of Future Climate Change","volume":"156","author":"Mullan","year":"2012","journal-title":"Agric. For. Meteorol."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"286","DOI":"10.1016\/S0034-4257(03)00075-0","article-title":"The Spatiotemporal Form of Urban Growth: Measurement, Analysis and Modeling","volume":"86","author":"Herold","year":"2003","journal-title":"Remote Sens. Environ."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"3255","DOI":"10.1080\/01431160600962749","article-title":"Spatio-temporal Urban Landscape Change Analysis Using the Markov Chain Model and a Modified Genetic Algorithm","volume":"28","author":"Tang","year":"2007","journal-title":"Int. J. Remote Sens."},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Tang, J., and Di, L. (2019). Past and Future Trajectories of Farmland Loss Due to Rapid Urbanization Using Landsat Imagery and the Markov-CA Model: A Case Study of Delhi, India. Remote Sens., 11.","DOI":"10.3390\/rs11020180"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"3","DOI":"10.3390\/ijgi1010003","article-title":"Modeling Urban Land Cover Growth Dynamics Using Multi-Temporal Satellite Images: A Case Study of Dhaka, Bangladesh","volume":"1","author":"Ahmed","year":"2012","journal-title":"ISPRS Int. J. Geo-Inf."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1016\/j.apgeog.2015.06.015","article-title":"Land Use\/Land Cover Change Detection and Prediction in the North-Western Coastal Desert of Egypt Using Markov-CA","volume":"63","author":"Halmy","year":"2015","journal-title":"Appl. Geogr."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"233","DOI":"10.1080\/19475683.2014.992369","article-title":"Change Analysis of Land Use\/Land Cover and Modelling Urban Growth in Greater Doha, Qatar","volume":"21","author":"Hashem","year":"2015","journal-title":"Ann. GIS"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"938","DOI":"10.1016\/j.mcm.2010.11.019","article-title":"Simulation of Land Use Spatial Pattern of Towns and Villages Based on CA\u2013Markov Model","volume":"54","author":"Sang","year":"2011","journal-title":"Math. Comput. Model."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1016\/S0304-3800(00)00262-3","article-title":"Markov Chain Models for Vegetation Dynamics","volume":"126","author":"Balzter","year":"2000","journal-title":"Ecol. Model."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.ecolmodel.2014.03.011","article-title":"A Land Use Change Model: Integrating Landscape Pattern Indexes and Markov-CA","volume":"283","author":"Yang","year":"2014","journal-title":"Ecol. Model."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1068\/b240247","article-title":"A Self-Modifying Cellular Automaton Model of Historical Urbanization in the San Francisco Bay Area","volume":"24","author":"Clarke","year":"1997","journal-title":"Environ. Plan. B Plan. Des."},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Fitawok, M.B., Derudder, B., Minale, A.S., Van Passel, S., Adgo, E., and Nyssen, J. (2020). Modeling the Impact of Urbanization on Land-Use Change in Bahir Dar City, Ethiopia: An Integrated Cellular Automata\u2013Markov Chain Approach. Land, 9.","DOI":"10.3390\/land9040115"},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"1175","DOI":"10.1068\/a251175","article-title":"Cellular Automata and Fractal Urban Form: A Cellular Modelling Approach to the Evolution of Urban Land-Use Patterns","volume":"25","author":"White","year":"1993","journal-title":"Environ. Plan. Econ. Space"},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Koomen, E., and Beurden, B.J. (2011). Land-Use Modelling in Planning Practice, Springer. GeoJournal Library.","DOI":"10.1007\/978-94-007-1822-7"},{"key":"ref_50","first-page":"65","article-title":"Improving the Capability of an Integrated CA-Markov Model to Simulate Spatio-Temporal Urban Growth Trends Using an Analytical Hierarchy Process and Frequency Ratio","volume":"59","author":"Aburas","year":"2017","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1007\/s12524-013-0299-7","article-title":"Urban Sprawl Analysis of Tripoli Metropolitan City (Libya) Using Remote Sensing Data and Multivariate Logistic Regression Model","volume":"42","author":"Alsharif","year":"2014","journal-title":"J. Indian Soc. Remote Sens."},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Sibanda, S., and Ahmed, F. (2020). Modelling Historic and Future Land Use\/Land Cover Changes and Their Impact on Wetland Area in Shashe Sub-Catchment, Zimbabwe. Model. Earth Syst. Environ.","DOI":"10.1007\/s40808-020-00963-y"},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Wang, C., Lei, S., Elmore, A.J., Jia, D., and Mu, S. (2019). Integrating Temporal Evolution with Cellular Automata for Simulating Land Cover Change. Remote Sens., 11.","DOI":"10.3390\/rs11030301"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s40808-016-0227-2","article-title":"Spatio-Temporal Analysis of Land Use\/Land Cover Pattern Changes in Arasbaran Biosphere Reserve: Iran","volume":"2","author":"Parsa","year":"2016","journal-title":"Model. Earth Syst. Environ."},{"key":"ref_55","unstructured":"Khawaldah, H.A., Farhan, I., and Alzboun, N.M. (2020). Simulation and Prediction of Land Use and Land Cover Change Using GIS, Remote Sensing and CA-Markov Model. Glob. J. Environ. Sci. Manag., 6."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"747","DOI":"10.1038\/nature08823","article-title":"The next Generation of Scenarios for Climate Change Research and Assessment","volume":"463","author":"Moss","year":"2010","journal-title":"Nature"},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1007\/s10584-011-0152-3","article-title":"RCP2.6: Exploring the Possibility to Keep Global Mean Temperature Increase below 2\u00b0C","volume":"109","author":"Stehfest","year":"2011","journal-title":"Clim. Change"},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"251","DOI":"10.1016\/j.jhydrol.2017.03.006","article-title":"Towards Estimates of Future Rainfall Erosivity in Europe Based on REDES and WorldClim Datasets","volume":"548","author":"Panagos","year":"2017","journal-title":"J. Hydrol."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1016\/j.catena.2005.10.005","article-title":"Satellite Remote Sensing for Water Erosion Assessment: A Review","volume":"65","author":"Vrieling","year":"2006","journal-title":"CATENA"},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"2847","DOI":"10.1002\/2014WR016318","article-title":"How Well Do CMIP5 Climate Simulations Replicate Historical Trends and Patterns of Meteorological Droughts?","volume":"51","author":"Nasrollahi","year":"2015","journal-title":"Water Resour. Res."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1111\/j.1600-0870.2006.00211.x","article-title":"How Reliable Are Climate Models?","volume":"59","year":"2007","journal-title":"Tellus Dyn. Meteorol. Oceanogr."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"2477","DOI":"10.1002\/joc.4859","article-title":"Centennial Drought Outlook over the CONUS Using NASA-NEX Downscaled Climate Ensemble: Drought Projection Using NASA-NEX Ensemble over the CONUS","volume":"37","author":"Ahmadalipour","year":"2017","journal-title":"Int. J. Climatol."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"609536","DOI":"10.3389\/fagro.2021.609536","article-title":"Quantifying Agroforestry Yield Buffering Potential Under Climate Change in the Smallholder Maize Farming Systems of Ethiopia","volume":"3","author":"Chemura","year":"2021","journal-title":"Front. Agron."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"357","DOI":"10.1007\/s10584-015-1559-z","article-title":"Assessing the Impact of CMIP5 Climate Multi-Modeling on Estimating the Precipitation Seasonality and Timing","volume":"135","author":"Demirel","year":"2016","journal-title":"Clim. Change"},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"768","DOI":"10.1038\/nature02771","article-title":"Quantification of Modelling Uncertainties in a Large Ensemble of Climate Change Simulations","volume":"430","author":"Murphy","year":"2004","journal-title":"Nature"},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"04015043","DOI":"10.1061\/(ASCE)HE.1943-5584.0001250","article-title":"Ensemble Combination of Seasonal Streamflow Forecasts","volume":"21","author":"Najafi","year":"2016","journal-title":"J. Hydrol. Eng."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"887","DOI":"10.1016\/j.techfore.2006.05.026","article-title":"Scenarios of Long-Term Socio-Economic and Environmental Development under Climate Stabilization","volume":"74","author":"Riahi","year":"2007","journal-title":"Technol. Forecast. Soc. Change"},{"key":"ref_68","doi-asserted-by":"crossref","unstructured":"Thomson, A.M., Calvin, K.V., Smith, S.J., Kyle, G.P., Volke, A., Patel, P., Delgado-Arias, S., Bond-Lamberty, B., Wise, M.A., and Clarke, L.E. (2011). RCP4.5: A Pathway for Stabilization of Radiative Forcing by 2100. Clim. Change, 18.","DOI":"10.1007\/s10584-011-0151-4"},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"865","DOI":"10.1016\/j.ijggc.2010.06.002","article-title":"Large-Scale Utilization of Biomass Energy and Carbon Dioxide Capture and Storage in the Transport and Electricity Sectors under Stringent CO2 Concentration Limit Scenarios","volume":"4","author":"Luckow","year":"2010","journal-title":"Int. J. Greenh. Gas Control"},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"950","DOI":"10.1080\/13549839.2012.748727","article-title":"Constraints to Managing Urban and Housing Land in the Context of Poverty: A Case of Epworth Settlement in Zimbabwe","volume":"18","author":"Chirisa","year":"2013","journal-title":"Local Environ."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1080\/20407211.2011.10530764","article-title":"\u201cWe Have A Tiger by the Tail\u201d: Continuities and Discontinuities in Zimbabwean City Planning and Politics","volume":"4","author":"Potts","year":"2011","journal-title":"Crit. Afr. Stud."},{"key":"ref_72","unstructured":"Tibaijuka, A.K. (2021, March 13). Report of the Fact-Finding Mission to Zimbabwe to Assess the Scope and Impact of Operation Murambatsvina 2005. Available online: https:\/\/www.environmentandurbanization.org\/report-fact-finding-mission-zimbabwe-assess-scope-and-impact-operation-murambatsvina."},{"key":"ref_73","unstructured":"Butcher, C. (2021, February 02). Low Income Housing in Zimbabwe: A Case Study of the Epworth Squatter Upgrading Programme 1986. Available online: https:\/\/opendocs.ids.ac.uk\/opendocs\/handle\/20.500.12413\/10008."},{"key":"ref_74","unstructured":"(2020, October 14). CSO Census 2002 Population Census: Provincial Profile Harare 2004. Available online: https:\/\/www.cso.ie\/en\/census\/."},{"key":"ref_75","unstructured":"Nyamapfene, K. (1991). Soils of Zimbabwe, Nehanda Publishers (Pvt) Ltd."},{"key":"ref_76","unstructured":"Thompson, J.G., and Purves, W.D. (1978). A Guide to the Soils of Rhodesia. Technical Handbook No. 3, Ministry of Agriculture. Rhodesia Agricultural Journal."},{"key":"ref_77","unstructured":"Eastman, J.R. (2009). IDRISI Taiga Guide to GIS and Image Processing, Clark Labs Clark University."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"1549","DOI":"10.3390\/rs2061549","article-title":"Analysis and Modeling of Urban Land Cover Change in Set\u00fabal and Sesimbra, Portugal","volume":"2","author":"Araya","year":"2010","journal-title":"Remote Sens."},{"key":"ref_79","unstructured":"Eastman, J.R. (2000). IDRISI 32 Guide to GIS and Image Processing, Clark Labs Clark University."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1080\/19475705.2013.795502","article-title":"Land Use Change Modelling Using a Markov Model and Remote Sensing","volume":"5","author":"Kumar","year":"2014","journal-title":"Geomat. Nat. Hazards Risk"},{"key":"ref_81","first-page":"126","article-title":"Application of a Hybrid Cellular Automaton\u2014Markov (CA-Markov) Model in Land-Use Change Prediction: A Case Study of Saddle Creek Drainage Basin, Florida","volume":"1","author":"Subedi","year":"2013","journal-title":"Appl. Ecol. Environ. Sci."},{"key":"ref_82","first-page":"321","article-title":"Simulating Land Use\/Cover Changes of Nenjiang County Based on CA-Markov Model","volume":"Volume 258","author":"Li","year":"2008","journal-title":"Computer and Computing Technologies in Agriculture, Volume I."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"455","DOI":"10.1007\/s11442-008-0455-0","article-title":"Land Use Change of Kitakyushu Based on Landscape Ecology and Markov Model","volume":"18","author":"Guan","year":"2008","journal-title":"J. Geogr. Sci."},{"key":"ref_84","doi-asserted-by":"crossref","unstructured":"Hamad, R., Balzter, H., and Kolo, K. (2018). Predicting Land Use\/Land Cover Changes Using a CA-Markov Model under Two Different Scenarios. Sustainability, 10.","DOI":"10.3390\/su10103421"},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1016\/j.landurbplan.2010.03.001","article-title":"Cellular Automata Models for the Simulation of Real-World Urban Processes: A Review and Analysis","volume":"96","author":"Miranda","year":"2010","journal-title":"Landsc. Urban Plan."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"323","DOI":"10.1068\/b240323","article-title":"The Use of Constrained Cellular Automata for High-Resolution Modelling of Urban Land-Use Dynamics","volume":"24","author":"White","year":"1997","journal-title":"Environ. Plan. B Plan. Des."},{"key":"ref_87","doi-asserted-by":"crossref","unstructured":"Jafari, M., Majedi, H., Monavari, S., Alesheikh, A., and Kheirkhah Zarkesh, M. (2016). Dynamic Simulation of Urban Expansion Based on Cellular Automata and Logistic Regression Model: Case Study of the Hyrcanian Region of Iran. Sustainability, 8.","DOI":"10.20944\/preprints201607.0056.v1"},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"1585","DOI":"10.5194\/isprs-archives-XLIII-B3-2020-1585-2020","article-title":"Cellular Automata (CA) Contiguity Filters Impacts on CA Markov Modeling of Land Use Land Cover Change Predictions Results","volume":"XLIII-B3-2020","author":"Mondal","year":"2020","journal-title":"Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci."},{"key":"ref_89","first-page":"29","article-title":"Modeling of Spatio-Temporal Dynamics of LULC\u2013a Review and Assessment","volume":"6","author":"Mondal","year":"2012","journal-title":"J. Geom."},{"key":"ref_90","unstructured":"Zubair, A. (2006). Change Detection in Land Use and Land Cover Using Remote Sensing Data and Gis (a Case Study of Ilorin and Its Environs in Kwara State), University of Ibadan."},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"295","DOI":"10.3844\/ajeassp.2014.295.306","article-title":"Modeling of Future Land Cover Land Use Change in North Carolina Using Markov Chain and Cellular Automata Model","volume":"7","author":"Sayemuzzaman","year":"2014","journal-title":"Am. J. Eng. Appl. Sci."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"577","DOI":"10.3390\/ijgi2030577","article-title":"Evaluation of Model Validation Techniques in Land Cover Dynamics","volume":"2","author":"Ahmed","year":"2013","journal-title":"ISPRS Int. J. Geo-Inf."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"761","DOI":"10.1016\/S1364-8152(03)00078-1","article-title":"A Review of Erosion and Sediment Transport Models","volume":"18","author":"Merritt","year":"2003","journal-title":"Environ. Model. Softw."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1016\/j.jhydrol.2011.12.009","article-title":"A RUSLE Approach to Model Suspended Sediment Load in the Lo River (Vietnam): Effects of Reservoirs and Land Use Changes","volume":"422\u2013423","author":"Ranzi","year":"2012","journal-title":"J. Hydrol."},{"key":"ref_95","doi-asserted-by":"crossref","unstructured":"Karamage, F., Zhang, C., Liu, T., Maganda, A., and Isabwe, A. (2017). Soil Erosion Risk Assessment in Uganda. Forests, 8.","DOI":"10.3390\/f8020052"},{"key":"ref_96","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1016\/j.gsf.2011.11.003","article-title":"Estimation of Soil Erosion Risk within a Small Mountainous Sub-Watershed in Kerala, India, Using Revised Universal Soil Loss Equation (RUSLE) and Geo-Information Technology","volume":"3","author":"Prasannakumar","year":"2012","journal-title":"Geosci. Front."},{"key":"ref_97","unstructured":"Renard, K.G., Foster, G.R., Weesies, G.A., McCool, D.K., and Yoder, D.C. (1997). Predicting Soil Erosion by Water: A Guide to Conservation Planning with the Revised Universal Soil Loss Equation (RUSLE), USDA."},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"158","DOI":"10.1080\/02571862.1999.10635003","article-title":"Application of Empirical Soil Loss Models in Southern Africa: A Review","volume":"16","author":"Smith","year":"1999","journal-title":"South Afr. J. Plant Soil"},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"757","DOI":"10.1007\/s10113-013-0535-2","article-title":"Land-Use Change and Its Socio-Environmental Impact in Eastern Ethiopia\u2019s Highland","volume":"14","author":"Meshesha","year":"2014","journal-title":"Reg. Environ. Change"},{"key":"ref_100","doi-asserted-by":"crossref","first-page":"1251","DOI":"10.1080\/13658816.2012.752095","article-title":"Broad Area Mapping of Monthly Soil Erosion Risk Using Fuzzy Decision Tree Approach: Integration of Multi-Source Data within GIS","volume":"27","author":"Ai","year":"2013","journal-title":"Int. J. Geogr. Inf. Sci."},{"key":"ref_101","doi-asserted-by":"crossref","first-page":"1238","DOI":"10.1080\/09640568.2015.1066667","article-title":"Soil Erosion Vulnerability under Scenarios of Climate Land-Use Changes after the Development of a Large Reservoir in a Semi-Arid Area","volume":"59","author":"Ferreira","year":"2016","journal-title":"J. Environ. Plan. Manag."},{"key":"ref_102","unstructured":"Wischmeier, W.H., and Smith, D.D. (1978). Predicting Rainfall Erosion Losses: A Guide to Conservation Planning, Department of Agriculture, Science and Education Administration."},{"key":"ref_103","doi-asserted-by":"crossref","unstructured":"Woldemariam, G., Iguala, A., Tekalign, S., and Reddy, R. (2018). Spatial Modeling of Soil Erosion Risk and Its Implication for Conservation Planning: The Case of the Gobele Watershed, East Hararghe Zone, Ethiopia. Land, 7.","DOI":"10.3390\/land7010025"},{"key":"ref_104","doi-asserted-by":"crossref","unstructured":"Hengl, T., Mendes de Jesus, J., Heuvelink, G.B.M., Ruiperez Gonzalez, M., Kilibarda, M., Blagoti\u0107, A., Shangguan, W., Wright, M.N., Geng, X., and Bauer-Marschallinger, B. (2017). SoilGrids250m: Global Gridded Soil Information Based on Machine Learning. PLoS ONE, 12.","DOI":"10.1371\/journal.pone.0169748"},{"key":"ref_105","unstructured":"Sharpley, A.N., and Williams, J.R. (1990). EPIC\u2014Erosion\/Productivity Imappct Calculator: 1. Model Documentation., U.S. Department of Ariculture. Technical Bulletin."},{"key":"ref_106","first-page":"427","article-title":"A GIS Procedure for Automatically Calculating the USLE LS Factor on Topographically Complex Landscape Units","volume":"51","author":"Desmet","year":"1996","journal-title":"J. Soil Water Conserv."},{"key":"ref_107","doi-asserted-by":"crossref","first-page":"117","DOI":"10.3390\/geosciences5020117","article-title":"A New European Slope Length and Steepness Factor (LS-Factor) for Modeling Soil Erosion by Water","volume":"5","author":"Panagos","year":"2015","journal-title":"Geosciences"},{"key":"ref_108","doi-asserted-by":"crossref","first-page":"707","DOI":"10.1007\/s12665-010-0891-x","article-title":"Assessment of the Effects of Vegetation on Soil Erosion Risk by Water: A Case of Study of the Batta Watershed in Tunisia","volume":"64","author":"Kefi","year":"2011","journal-title":"Environ. Earth Sci."},{"key":"ref_109","doi-asserted-by":"crossref","first-page":"438","DOI":"10.1016\/j.envsci.2015.08.012","article-title":"The New Assessment of Soil Loss by Water Erosion in Europe","volume":"54","author":"Panagos","year":"2015","journal-title":"Environ. Sci. Policy"},{"key":"ref_110","doi-asserted-by":"crossref","first-page":"231","DOI":"10.2307\/621986","article-title":"Rainfall Erosivity over Rhodesia","volume":"1","author":"Stocking","year":"1976","journal-title":"Trans. Inst. Br. Geogr."},{"key":"ref_111","unstructured":"El-Swaify, S.A., Gramier, C.L., and Lo, A. (1987, January 17\u201321). Recent Advances in Soil Conservation in Steepland in Humid Tropics. Proceedings of the International Conference on Steepland Agriculture in the Humid Tropics, Kuala Lumpur, Malaysia."},{"key":"ref_112","doi-asserted-by":"crossref","first-page":"279","DOI":"10.1016\/j.ecolmodel.2003.08.010","article-title":"A Biophysical Toolbox for Assessment and Management of Land and Water Resources in Rural Catchments in Northern Thailand","volume":"171","author":"Merritt","year":"2004","journal-title":"Ecol. Model."},{"key":"ref_113","doi-asserted-by":"crossref","first-page":"3309","DOI":"10.5194\/hess-16-3309-2012","article-title":"Technical Note: Bias Correcting Climate Model Simulated Daily Temperature Extremes with Quantile Mapping","volume":"16","author":"Thrasher","year":"2012","journal-title":"Hydrol. Earth Syst. Sci."},{"key":"ref_114","doi-asserted-by":"crossref","unstructured":"Sardari, M.R.A., Bazrafshan, O., Panagopoulos, T., and Sardooi, E.R. (2019). Modeling the Impact of Climate Change and Land Use Change Scenarios on Soil Erosion at the Minab Dam Watershed. Sustainability, 11.","DOI":"10.3390\/su11123353"},{"key":"ref_115","doi-asserted-by":"crossref","first-page":"716","DOI":"10.1016\/j.rse.2008.11.014","article-title":"Albedo and LAI Estimates from FORMOSAT-2 Data for Crop Monitoring","volume":"113","author":"Bsaibes","year":"2009","journal-title":"Remote Sens. Environ."},{"key":"ref_116","doi-asserted-by":"crossref","first-page":"413","DOI":"10.1016\/j.renene.2010.06.024","article-title":"Estimation of Monthly Solar Radiation from Measured Temperatures Using Support Vector Machines\u2014A Case Study","volume":"36","author":"Chen","year":"2011","journal-title":"Renew. Energy"},{"key":"ref_117","doi-asserted-by":"crossref","first-page":"311","DOI":"10.1016\/j.enconman.2013.06.034","article-title":"Assessing the Potential of Support Vector Machine for Estimating Daily Solar Radiation Using Sunshine Duration","volume":"75","author":"Chen","year":"2013","journal-title":"Energy Convers. Manag."},{"key":"ref_118","doi-asserted-by":"crossref","first-page":"252","DOI":"10.1016\/j.agrformet.2015.08.259","article-title":"Assessment of Maize Growth and Yield Using Crop Models under Present and Future Climate in Southwestern Ethiopia","volume":"214\u2013215","author":"Araya","year":"2015","journal-title":"Agric. For. Meteorol."},{"key":"ref_119","doi-asserted-by":"crossref","unstructured":"Willmott, C.J. (1982). Some Comments on the Evaluation of Model Perfomance. Am. Meteorol. Soc., 63.","DOI":"10.1175\/1520-0477(1982)063<1309:SCOTEO>2.0.CO;2"},{"key":"ref_120","first-page":"229","article-title":"Potential Changes in Rainfall Erosivity in the U.S with Climate Change during the 21st Century","volume":"56","author":"Nearing","year":"2001","journal-title":"J. Soil Water Conserv."},{"key":"ref_121","doi-asserted-by":"crossref","first-page":"337","DOI":"10.1007\/s10584-007-9256-1","article-title":"A Comparison of Explicit and Implicit Spatial Downscaling of GCM Output for Soil Erosion and Crop Production Assessments","volume":"84","author":"Zhang","year":"2007","journal-title":"Clim. Change"},{"key":"ref_122","first-page":"66","article-title":"Extracting Information from an Ensemble of GCMs to Reliably Assess Future Global Runoff Change","volume":"412\u2013413","author":"Weerts","year":"2012","journal-title":"J. Hydrol."},{"key":"ref_123","doi-asserted-by":"crossref","unstructured":"Vrochidou, A.-E.K., Grillakis, M.G., and Tsanis, I.K. (2013). Drought Assessment Based on Multi-Model Precipitation Projections for the Island of Crete. J. Earth Sci. Clim. Change, 4.","DOI":"10.4172\/2157-7617.1000158"},{"key":"ref_124","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1080\/02626669909492199","article-title":"A Comparative Study of Rainfall Erosivity Estimation for Southern Italy and Southeastern Australia","volume":"44","author":"Ferro","year":"1999","journal-title":"Hydrol. Sci. J."},{"key":"ref_125","doi-asserted-by":"crossref","first-page":"503","DOI":"10.1007\/s12571-011-0152-1","article-title":"Vulnerability in Crisis: Urban Household Food Insecurity in Epworth, Harare, Zimbabwe","volume":"3","author":"Tawodzera","year":"2011","journal-title":"Food Secur."},{"key":"ref_126","unstructured":"(2021, April 23). UNDP Urban Agriculture: Foods, Jobs and Sustainable Cities 1996. Available online: http:\/\/jacsmit.com\/book\/Chap01.pdf."},{"key":"ref_127","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1016\/j.apgeog.2013.10.005","article-title":"Mapping Recent Built-up Area Changes in the City of Harare with High Resolution Satellite Imagery","volume":"46","author":"Wania","year":"2014","journal-title":"Appl. Geogr."},{"key":"ref_128","doi-asserted-by":"crossref","first-page":"767","DOI":"10.1007\/s00382-008-0403-9","article-title":"Improved Regional Scale Processes Reflected in Projected Hydrological Changes over Large European Catchments","volume":"32","author":"Hagemann","year":"2009","journal-title":"Clim. Dyn."},{"key":"ref_129","doi-asserted-by":"crossref","unstructured":"Arumugam, P., Chemura, A., Schauberger, B., and Gornott, C. (2020). Near Real-Time Biophysical Rice (Oryza Sativa L.) Yield Estimation to Support Crop Insurance Implementation in India. Agronomy, 10.","DOI":"10.3390\/agronomy10111674"},{"key":"ref_130","first-page":"42","article-title":"Regional Climate Model Simulations of Present-Day and Future Climates of Southern Africa","volume":"39","author":"Hudson","year":"2002","journal-title":"Tech Rep Hadley Cent. Tech. Note 39 Hadley Cent. Clim. Predict. Res. Met Off."},{"key":"ref_131","doi-asserted-by":"crossref","first-page":"655","DOI":"10.1007\/s10584-015-1573-1","article-title":"Evaluation and Projections of Extreme Precipitation over Southern Africa from Two CORDEX Models","volume":"135","author":"Pinto","year":"2016","journal-title":"Clim. Change"},{"key":"ref_132","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1175\/2010JCLI2883.1","article-title":"Projected Changes in Mean and Extreme Precipitation in Africa under Global Warming. Part II: East Africa","volume":"24","author":"Shongwe","year":"2011","journal-title":"J. Clim."},{"key":"ref_133","doi-asserted-by":"crossref","first-page":"389","DOI":"10.1016\/j.gsf.2017.10.010","article-title":"Prediction of Spatial Soil Loss Impacted by Long-Term Land-Use\/Land-Cover Change in a Tropical Watershed","volume":"10","author":"Abdulkareem","year":"2019","journal-title":"Geosci. Front."},{"key":"ref_134","doi-asserted-by":"crossref","first-page":"252","DOI":"10.1080\/19475705.2013.794164","article-title":"Spatio-Temporal Assessment of Soil Erosion at Kuala Lumpur Metropolitan City Using Remote Sensing Data and GIS","volume":"5","author":"Khosrokhani","year":"2014","journal-title":"Geomat. Nat. Hazards Risk"},{"key":"ref_135","doi-asserted-by":"crossref","first-page":"483","DOI":"10.1007\/s00254-008-1318-9","article-title":"Soil Erosion Prediction Using the Revised Universal Soil Loss Equation (RUSLE) in a GIS Framework, Chania, Northwestern Crete, Greece","volume":"57","author":"Kouli","year":"2009","journal-title":"Environ. Geol."},{"key":"ref_136","unstructured":"Jones, R.J.A., Le Bissonnais, Y., Bazzoffi, P., Sanchez Diaz, J., D\u00fcwel, O., Loj, G., \u00d8ygarden, L., Prasuhn, V., Rydell, B., and Strauss, P. (2021, April 11). Interim Report Version 3.31, 28 October 2003. Available online: https:\/\/esdac.jrc.ec.europa.eu\/ESDB_Archive\/pesera\/pesera_cd\/pdf\/WP2ErosInterimRepV331_4CD.pdf."},{"key":"ref_137","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1016\/j.earscirev.2009.02.003","article-title":"Tolerable versus Actual Soil Erosion Rates in Europe","volume":"94","author":"Verheijen","year":"2009","journal-title":"Earth-Sci. Rev."},{"key":"ref_138","unstructured":"Morgan, R.P.C. (2005). Soil Erosion and Conservation, Blackwell Publishing Ltd. [3rd ed.]."},{"key":"ref_139","doi-asserted-by":"crossref","first-page":"257","DOI":"10.1016\/j.cosust.2015.06.010","article-title":"Revisiting Socio-Ecological Resilience and Sustainability in the Coupled Mountain Landscapes in Eastern Africa","volume":"14","author":"Bamutaze","year":"2015","journal-title":"Curr. Opin. Environ. Sustain."},{"key":"ref_140","doi-asserted-by":"crossref","first-page":"883","DOI":"10.1016\/S0308-521X(02)00012-4","article-title":"Prediction of Soil Erosion in a Lake Victoria Basin Catchment Using a GIS-Based Universal Soil Loss Model","volume":"76","author":"Lufafa","year":"2003","journal-title":"Agric. Syst."},{"key":"ref_141","doi-asserted-by":"crossref","first-page":"1383","DOI":"10.1007\/s11368-014-0920-6","article-title":"An Attempt to Estimate Tolerable Soil Erosion Rates by Matching Soil Formation with Denudation in Alpine Grasslands","volume":"15","author":"Alewell","year":"2015","journal-title":"J. Soils Sediments"},{"key":"ref_142","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1016\/j.jhydrol.2012.04.049","article-title":"Evidence of the Impact of Urbanization on the Hydrological Regime of a Medium-Sized Periurban Catchment in France","volume":"485","author":"Braud","year":"2013","journal-title":"J. Hydrol."},{"key":"ref_143","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1016\/j.jhydrol.2012.09.045","article-title":"Mapping Impervious Surface Change from Remote Sensing for Hydrological Modeling","volume":"485","author":"Dams","year":"2013","journal-title":"J. Hydrol."},{"key":"ref_144","doi-asserted-by":"crossref","first-page":"440","DOI":"10.1002\/ldr.1083","article-title":"Factors Controlling Gully Development: Comparing Continuous and Discontinuous Gullies","volume":"23","author":"Sumner","year":"2012","journal-title":"Land Degrad. Dev."},{"key":"ref_145","first-page":"9","article-title":"Assessing the Impact of Soil Erosion on Residential Areas of Efon-Alaaye Ekiti, Ekiti-State, Nigeria","volume":"5","author":"Opeyemi","year":"2019","journal-title":"Int. J. Environ. Plan. Manag."},{"key":"ref_146","first-page":"174","article-title":"Variability of Soil Properties Related to Vegetation Cover in a Tropical Rainforest Landscape","volume":"3","year":"2010","journal-title":"J. Geogr. Plan."},{"key":"ref_147","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1016\/S0341-8162(98)00117-9","article-title":"Evaluating Spatial and Temporal Variability in Soil Erosion Risk\u2014Rainfall Erosivity and Soil Loss Ratios in Andalusia, Spain","volume":"34","author":"Renschler","year":"1999","journal-title":"CATENA"},{"key":"ref_148","doi-asserted-by":"crossref","first-page":"3819","DOI":"10.1175\/2009JCLI2317.1","article-title":"Projected Changes in Mean and Extreme Precipitation in Africa under Global Warming. Part I: Southern Africa","volume":"22","author":"Shongwe","year":"2009","journal-title":"J. Clim."},{"key":"ref_149","unstructured":"(2021, March 18). IPCC, (Intergovernmental Panel on Climate Change) Climate Change: The Physical Science Basis, Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change 2007. Available online: https:\/\/www.ipcc.ch\/report\/ar4\/wg1\/."},{"key":"ref_150","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1016\/j.catena.2006.03.007","article-title":"Soil Erosion Science: Reflections on the Limitations of Current Approaches","volume":"68","author":"Boardman","year":"2006","journal-title":"CATENA"},{"key":"ref_151","doi-asserted-by":"crossref","first-page":"88","DOI":"10.1016\/j.jaridenv.2012.12.002","article-title":"Runoff Responses to Long-Term Rainfall Variability in a Shrub-Dominated Catchment","volume":"91","author":"Turnbull","year":"2013","journal-title":"J. Arid Environ."},{"key":"ref_152","doi-asserted-by":"crossref","first-page":"423","DOI":"10.1016\/j.catena.2007.08.002","article-title":"Development of an Appropriate Procedure for Estimation of RUSLE EI30 Index and Preparation of Erosivity Maps for Pulau Penang in Peninsular Malaysia","volume":"72","author":"Shamshad","year":"2008","journal-title":"CATENA"},{"key":"ref_153","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1016\/j.iswcr.2018.12.002","article-title":"The Assessment of Water-Borne Erosion at Catchment Level Using GIS-Based RUSLE and Remote Sensing: A Review","volume":"7","author":"Phinzi","year":"2019","journal-title":"Int. Soil Water Conserv. Res."},{"key":"ref_154","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1007\/s13253-009-0005-y","article-title":"Estimating Un-Certainty in the Revised Universal Soil Loss Equation via Bayesian Melding","volume":"15","author":"Falk","year":"2010","journal-title":"J Agric Biol Env. Sta."},{"key":"ref_155","doi-asserted-by":"crossref","first-page":"1254","DOI":"10.1016\/j.jaridenv.2011.03.004","article-title":"A Review of Runoff Generation and Soil Erosion across Scales in Semiarid South-Eastern Spain","volume":"75","author":"Asensio","year":"2011","journal-title":"J. Arid Environ."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/13\/21\/4360\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T07:22:58Z","timestamp":1760167378000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/13\/21\/4360"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,10,29]]},"references-count":155,"journal-issue":{"issue":"21","published-online":{"date-parts":[[2021,11]]}},"alternative-id":["rs13214360"],"URL":"https:\/\/doi.org\/10.3390\/rs13214360","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,10,29]]}}}