A Revolutionary Hybridised MCDM Approach on Geographic Information System for Evaluation of Flood Risk in Subarnarekha River Basin, India

IF 1.4 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY
Geological Journal Pub Date : 2025-04-10 DOI:10.1002/gj.5196
Sipra Mophapatra, Dillip Kumar Ghose, Deba Prakash Satapathy
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Abstract

Determining and characterising locations vulnerable to flooding can help in reducing damage and the number of fatalities. During the monsoon season, East India's Subarnarekha River frequently floods to a significant degree. In current work, we suggest a unique hybrid strategy for preparing the entire catchment's Flood Susceptibility Mapping (FSM). The study area's FSM was conducted by considering 10 flood conditioning factors utilising the Best-Worst Method (BWM) and a multi-parametric Analytical Hierarchy Process (AHP) as per expert knowledge. Meanwhile, the proposed strategy incorporates a Decision Making Trial and Evaluation Laboratory (DEMATEL) for examining causal linkages and dependencies between different elements affecting the flooding process. Several statistical matrices were used to compare the suggested strategy of BWM and AHP. Based on our findings, we concluded that the integration of DEMATEL with AHP and BWM (ID BWM, ID AHP) was more effective than alternative strategies. The findings show that out of 10 flood conditioning factors, slope, elevation, distance from the river, drainage density, Topographic wetness Index (TWI), Land Use Land Cover (LULC), Normalised Difference Vegetation Index (NDVI), precipitation, soil texture, and curvature, factors that have the biggest effects on the local flooding phenomenon are elevation, slope, precipitation, and distance from the river. For validating the efficacy of the flood susceptibility map, Area under the Receiver Operating Characteristic Curve (AUC-ROC) was adopted and demonstrated, showing a pretty high accuracy of (0.92 or 92% and 0.94 or 94%) for ID AHP and ID BWM, respectively. Our research findings provide a highly affordable and useful answer to the flooding problems of basin Subarnarekha.

Abstract Image

印度subarnaarekha河流域洪水风险评估地理信息系统的革命性混合MCDM方法
确定易受水浸影响的地点,有助于减少损失和死亡人数。在季风季节,东印度的Subarnarekha河经常发生严重的洪水。在目前的工作中,我们提出了一种独特的混合策略来准备整个流域的洪水易感性地图(FSM)。根据专家知识,利用最佳-最差法(BWM)和多参数层次分析法(AHP)考虑了10个洪水调节因素,进行了研究区域的FSM。同时,拟议的战略包括一个决策试验和评估实验室(DEMATEL),用于检查影响洪水过程的不同因素之间的因果联系和依赖关系。采用几种统计矩阵对BWM和AHP的建议策略进行比较。基于我们的研究结果,我们得出结论,DEMATEL与AHP和BWM (ID BWM, ID AHP)的整合比其他策略更有效。结果表明,在坡度、高程、离河距离、排水密度、地形湿度指数(TWI)、土地利用土地覆盖(LULC)、归一化植被指数(NDVI)、降水、土壤纹理和曲率等10个洪水调节因子中,对局地洪水现象影响最大的因子是高程、坡度、降水和离河距离。为了验证洪水敏感性图的有效性,采用了接受者工作特征曲线下面积(AUC-ROC)进行验证,结果表明,ID AHP和ID BWM的准确率分别为0.92或92%和0.94或94%。我们的研究结果为解决subararekha流域的洪水问题提供了一个经济实惠且有用的答案。
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来源期刊
Geological Journal
Geological Journal 地学-地球科学综合
CiteScore
4.20
自引率
11.10%
发文量
269
审稿时长
3 months
期刊介绍: In recent years there has been a growth of specialist journals within geological sciences. Nevertheless, there is an important role for a journal of an interdisciplinary kind. Traditionally, GEOLOGICAL JOURNAL has been such a journal and continues in its aim of promoting interest in all branches of the Geological Sciences, through publication of original research papers and review articles. The journal publishes Special Issues with a common theme or regional coverage e.g. Chinese Dinosaurs; Tectonics of the Eastern Mediterranean, Triassic basins of the Central and North Atlantic Borderlands). These are extensively cited. The Journal has a particular interest in publishing papers on regional case studies from any global locality which have conclusions of general interest. Such papers may emphasize aspects across the full spectrum of geological sciences.
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