作者
Mahdi Nakhaei, Pouria Nakhaei, Mohammad Gheibi, Benyamin Chahkandi, Stanisław Wacławek, Kourosh Behzadian, Albert S Chen, Luiza C Campos
发表日期
2023/9/1
期刊
Ecological Indicators
卷号
153
页码范围
110457
出版商
Elsevier
简介
This paper presents a novel framework for smart integrated risk management in arid regions. The framework combines flash flood modelling, statistical methods, artificial intelligence (AI), geographic evaluations, risk analysis, and decision-making modules to enhance community resilience. Flash flood is simulated by using Watershed Modelling System (WMS). Statistical methods are also used to trim outlier data from physical systems and climatic data. Furthermore, three AI methods, including Support Vector Machine (SVM), Artificial Neural Network (ANN), and Nearest Neighbours Classification (NNC), are used to predict and classify flash flood occurrences. Geographic Information System (GIS) is also utilised to assess potential risks in vulnerable regions, together with Failure Mode and Effects Analysis (FMEA) and Hazard and Operability Study (HAZOP) methods. The decision-making module employs the Classic …
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