Articles | Volume 24, issue 12
https://doi.org/10.5194/nhess-24-4385-2024
© Author(s) 2024. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/nhess-24-4385-2024
© Author(s) 2024. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Integrating susceptibility maps of multiple hazards and building exposure distribution: a case study of wildfires and floods for the province of Quang Nam, Vietnam
Faculty of Hydraulic Engineering, Hanoi University of Civil Engineering, Hanoi, 100000, Vietnam
Giuseppe Forino
School of Science, Engineering & Environment, University of Salford, Manchester, M5 4WT, UK
Lynda Yorke
School of Environmental and Natural Sciences, Bangor University, Bangor, Gwynedd, LL57 2DG, UK
Department of Geodesy, Hanoi University of Civil Engineering, Hanoi, 100000, Vietnam
Quynh Duy Bui
Department of Geodesy, Hanoi University of Civil Engineering, Hanoi, 100000, Vietnam
Hanh Hong Tran
Faculty of Geomatics and Land Administration, Hanoi University of Mining and Geology, Hanoi, 100000, Vietnam
Dinh Quoc Nguyen
Environmental Chemistry and Ecotoxicology Lab, Phenikaa University, Hanoi, 12116, Vietnam
Hieu Cong Duong
Institute of Geodesy Engineering Technology, Hanoi University of Civil Engineering, Hanoi, 100000, Vietnam
Matthieu Kervyn
Department of Geography, Vrije Universiteit Brussel, Brussels, 1050, Belgium
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Cited
11 citations as recorded by crossref.
- Discrete differential geometry of fluvial landscapes N. Klema et al. https://doi.org/10.5194/esurf-14-493-2026
- Integrating AHP-based wildfire susceptibility with a CA–Markov urban growth scenario for exposure mapping in the coastal districts of İzmir Province, western Turkey M. Yılmaz & H. Alphan https://doi.org/10.1007/s11069-026-08133-6
- Visualising the intellectual landscape of building fire risk assessment research: A bibliometric analysis from 1996 to 2024 X. Chang et al. https://doi.org/10.1016/j.rineng.2026.110142
- GIS-based optimization framework for shelter site selection and population allocation under multi-hazard scenarios W. Wang et al. https://doi.org/10.1080/19475705.2026.2615217
- Weather overrides fuel memory: Seasonal dynamics of fire hazard and the limits of the fire return interval V. Santana Neto et al. https://doi.org/10.1016/j.scitotenv.2026.182301
- Wildfire Hazard Assessment based on Optimized Stacking Ensemble Model: A Case Study of Xichang City, China W. Yue et al. https://doi.org/10.1007/s41748-026-01230-3
- Metaheuristic-Enhanced XGBoost Models for Improving Flood and Landslide Susceptibility Assessment Q. Vu et al. https://doi.org/10.1007/s41748-026-01051-4
- A study of natural marine risks in the Mediterranean context: a case study of the coastal zone of Northern Morocco K. Agharroud et al. https://doi.org/10.3389/fmars.2025.1695978
- Integrating CCD and Adaptive-dNBR With Metaheuristic-Optimized Hybrid Deep Learning for Wildfire Detection and Susceptibility Mapping in Los Angeles County A. Achmad et al. https://doi.org/10.1109/JSTARS.2026.3678448
- Review article: Harnessing data-driven methods for climate multi-hazard and multi-risk assessment D. Ferrario et al. https://doi.org/10.5194/nhess-26-2975-2026
- Spatiotemporal deformation trend assessment based on ICOPS and ICA methods using multitemporal InSAR data in industrial development zones M. Fadhillah et al. https://doi.org/10.1038/s41598-025-33279-x
11 citations as recorded by crossref.
- Discrete differential geometry of fluvial landscapes N. Klema et al. https://doi.org/10.5194/esurf-14-493-2026
- Integrating AHP-based wildfire susceptibility with a CA–Markov urban growth scenario for exposure mapping in the coastal districts of İzmir Province, western Turkey M. Yılmaz & H. Alphan https://doi.org/10.1007/s11069-026-08133-6
- Visualising the intellectual landscape of building fire risk assessment research: A bibliometric analysis from 1996 to 2024 X. Chang et al. https://doi.org/10.1016/j.rineng.2026.110142
- GIS-based optimization framework for shelter site selection and population allocation under multi-hazard scenarios W. Wang et al. https://doi.org/10.1080/19475705.2026.2615217
- Weather overrides fuel memory: Seasonal dynamics of fire hazard and the limits of the fire return interval V. Santana Neto et al. https://doi.org/10.1016/j.scitotenv.2026.182301
- Wildfire Hazard Assessment based on Optimized Stacking Ensemble Model: A Case Study of Xichang City, China W. Yue et al. https://doi.org/10.1007/s41748-026-01230-3
- Metaheuristic-Enhanced XGBoost Models for Improving Flood and Landslide Susceptibility Assessment Q. Vu et al. https://doi.org/10.1007/s41748-026-01051-4
- A study of natural marine risks in the Mediterranean context: a case study of the coastal zone of Northern Morocco K. Agharroud et al. https://doi.org/10.3389/fmars.2025.1695978
- Integrating CCD and Adaptive-dNBR With Metaheuristic-Optimized Hybrid Deep Learning for Wildfire Detection and Susceptibility Mapping in Los Angeles County A. Achmad et al. https://doi.org/10.1109/JSTARS.2026.3678448
- Review article: Harnessing data-driven methods for climate multi-hazard and multi-risk assessment D. Ferrario et al. https://doi.org/10.5194/nhess-26-2975-2026
- Spatiotemporal deformation trend assessment based on ICOPS and ICA methods using multitemporal InSAR data in industrial development zones M. Fadhillah et al. https://doi.org/10.1038/s41598-025-33279-x
Saved (final revised paper)
Latest update: 20 Sep 2026
Short summary
This study presents a novel and integrated approach to assessing the climate hazards of floods and wildfires. We explore multi-hazard assessment and risk through a machine learning modeling approach. The process includes collecting a database of topography, climate, geology, environment, and building data; developing models for multi-hazard assessment and coding in the Google Earth Engine; and producing credible multi-hazard susceptibility and building exposure maps.
This study presents a novel and integrated approach to assessing the climate hazards of floods...
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