Soil erosion potential hotspot zone identification using machine learning and statistical approaches in eastern India
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DOI: 10.1007/s11069-020-04213-3
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- Tamal Kanti Saha & Swades Pal, 2019. "Emerging conflict between agriculture extension and physical existence of wetland in post-dam period in Atreyee River basin of Indo-Bangladesh," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 21(3), pages 1485-1505, June.
- Swades Pal & Sandipta Debanshi, 2018. "Influences of soil erosion susceptibility toward overloading vulnerability of the gully head bundhs in Mayurakshi River basin of eastern Chottanagpur Plateau," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 20(4), pages 1739-1775, August.
- Yee Leung & Chang-Lin Mei & Wen-Xiu Zhang, 2000. "Statistical Tests for Spatial Nonstationarity Based on the Geographically Weighted Regression Model," Environment and Planning A, , vol. 32(1), pages 9-32, January.
- Massimo Conforti & Pietro Aucelli & Gaetano Robustelli & Fabio Scarciglia, 2011. "Geomorphology and GIS analysis for mapping gully erosion susceptibility in the Turbolo stream catchment (Northern Calabria, Italy)," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 56(3), pages 881-898, March.
- A. Carrara & F. Guzzetti & M. Cardinali & P. Reichenbach, 1999. "Use of GIS Technology in the Prediction and Monitoring of Landslide Hazard," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 20(2), pages 117-135, November.
- David Wheeler & Michael Tiefelsdorf, 2005. "Multicollinearity and correlation among local regression coefficients in geographically weighted regression," Journal of Geographical Systems, Springer, vol. 7(2), pages 161-187, June.
- Seyed Naghibi & Hamid Pourghasemi, 2015. "A Comparative Assessment Between Three Machine Learning Models and Their Performance Comparison by Bivariate and Multivariate Statistical Methods in Groundwater Potential Mapping," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 29(14), pages 5217-5236, November.
- Austin, Mike, 2007. "Species distribution models and ecological theory: A critical assessment and some possible new approaches," Ecological Modelling, Elsevier, vol. 200(1), pages 1-19.
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- Amlan Ghosh & Sayandeep Rakshit & Suvarna Tikle & Sandipan Das & Uday Chatterjee & Chaitanya B. Pande & Abed Alataway & Ahmed A. Al-Othman & Ahmed Z. Dewidar & Mohamed A. Mattar, 2022. "Integration of GIS and Remote Sensing with RUSLE Model for Estimation of Soil Erosion," Land, MDPI, vol. 12(1), pages 1-15, December.
- Sukanta Malakar & Abhishek K. Rai & Arun K. Gupta, 2023. "Earthquake risk mapping in the Himalayas by integrated analytical hierarchy process, entropy with neural network," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 116(1), pages 951-975, March.
- Fahimeh Mirchooli & Maziar Mohammadi & Seyed Hamidreza Sadeghi, 2023. "Spatial modeling of relationship between soil erosion factors and land-use changes at sub-watershed scale for the Talar watershed, Iran," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 116(3), pages 3703-3723, April.
- Sumedh R. Kashiwar & Manik Chandra Kundu & Usha R. Dongarwar, 2022. "Soil erosion estimation of Bhandara region of Maharashtra, India, by integrated use of RUSLE, remote sensing, and GIS," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 110(2), pages 937-959, January.
- Rabin Chakrabortty & Subodh Chandra Pal & Alireza Arabameri & Phuong Thao Thi Ngo & Indrajit Chowdhuri & Paramita Roy & Sadhan Malik & Biswajit Das, 2022. "Water-induced erosion potentiality and vulnerability assessment in Kangsabati river basin, eastern India," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(3), pages 3518-3557, March.
- Saleh Yousefi & Sayed Naeim Emami & Mohammad Nekoeimehr & Omid Rahmati & Fumitoshi Imaizumi & Christopher Gomez & Aleksandar Valjarevic, 2024. "A Hot-Spot Analysis of Forest Roads Based on Soil Erosion and Sediment Production," Land, MDPI, vol. 13(10), pages 1-23, September.
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Keywords
Land degradation; Soil erosion; Random sampling; Ensemble GWR–ANN; Unidirectional process;All these keywords.
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