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Research Article

A novel hybrid approach to flood susceptibility assessment based on machine learning and land use change. Case study: a river watershed in Vietnam

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Pages 1065-1083 | Received 14 Apr 2021, Accepted 25 Feb 2022, Published online: 16 May 2022

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Mohamed Saber, Tayeb Boulmaiz, Mawloud Guermoui, Karim I. Abdrabo, Sameh A. Kantoush, Tetsuya Sumi, Hamouda Boutaghane, Tomoharu Hori, Doan Van Binh, Binh Quang Nguyen, Thao T. P. Bui, Ngoc Duong Vo, Emad Habib & Emad Mabrouk. (2023) Enhancing flood risk assessment through integration of ensemble learning approaches and physical-based hydrological modeling. Geomatics, Natural Hazards and Risk 14:1.
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Huu Duy Nguyen, Quoc-Huy Nguyen, Dinh Kha Dang, Chien Pham Van, Quang Hai Truong, Si Dung Pham, Quang-Thanh Bui & Alexandru-Ionut Petrisor. (2024) A novel flood risk management approach based on future climate and land use change scenarios. Science of The Total Environment 921, pages 171204.
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Huu Duy Nguyen, Quoc-Huy Nguyen & Quang-Thanh Bui. (2024) Solving the spatial extrapolation problem in flood susceptibility using hybrid machine learning, remote sensing, and GIS. Environmental Science and Pollution Research 31:12, pages 18701-18722.
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Huu Duy Nguyen, Dinh‐Kha Dang, Quang‐Thanh Bui & Alexandru‐Ionut Petrisor. (2023) Multi‐hazard assessment using machine learning and remote sensing in the North Central region of Vietnam. Transactions in GIS 27:5, pages 1614-1640.
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Van Tich Vu, Huu Duy Nguyen, Phuong Lan Vu, Minh Cuong Ha, Van Dong Bui, Thi Oanh Nguyen, Van Hiep Hoang & Thanh Kim Hue Nguyen. (2023) Predicting land use effects on flood susceptibility using machine learning and remote sensing in coastal Vietnam. Water Practice & Technology.
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Huu Duy Nguyen. (2023) Spatial modeling of flood hazard using machine learning and GIS in Ha Tinh province, Vietnam. Journal of Water and Climate Change 14:1, pages 200-222.
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Huu Duy Nguyen. (2022) GIS-based hybrid machine learning for flood susceptibility prediction in the Nhat Le–Kien Giang watershed, Vietnam. Earth Science Informatics 15:4, pages 2369-2386.
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Huu Duy Nguyen. (2022) Flood susceptibility assessment using hybrid machine learning and remote sensing in Quang Tri province, Vietnam. Transactions in GIS 26:7, pages 2776-2801.
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Huu Duy Nguyen, Phương Lan Vu, Minh Cuong Ha, Thi Bao Hoa Dinh, Thuy Hang Nguyen, Tich Phuc Hoang, Quang Cuong Doan, Van Manh Pham & Dinh Kha Dang. (2022) Flood susceptibility mapping using advanced hybrid machine learning and CyGNSS: a case study of Nghe An province, Vietnam. Acta Geophysica 70:6, pages 2785-2803.
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