The Main Impact Factors for the Propagation from Meteorological Drought to Socio-Economic Drought from the Perspective of a Small Area, Based on a Practical Survey

Water Pub Date : 2024-05-16 DOI:10.3390/w16101426
Chenkai Cai, Changhuai Wu, Jing Wang, Helong Wang, Ruotong Wang, Lei Fu, Jinhua Wen
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Abstract

Drought is one of the most frequent types of natural disasters in the world, and it has been classified into several different categories. Generally, meteorological drought is considered to be the beginning of a drought disaster, while socio-economic drought is the possible ultimate result. However, controversy remains around the main impact factors in the propagation from meteorological drought to socio-economic drought over the past decades. In this study, a comprehensive investigation of the 2022 drought event in the city of Lishui, China was conducted to build a model for analyzing the main impact factors in the propagation from meteorological drought to socio-economic drought. The results showed that the 2022 drought event had a great impact on the city’s socio-economic activities. According to governmental reports on socio-economic drought and basic information on water sources, a random forest attribution analysis model was built. The model demonstrated a great performance in distinguishing whether a socio-economic drought had occurred, with an accuracy of 0.9935, a true positive rate of 0.9489 and a false positive rate of 0.0021. Additionally, the variables related to water sources—including drainage area, covered population and daily water supply volume—were found to be more important than the other variables related to meteorological conditions in the model, meaning that the capacity of water sources is the main impact factor in the propagation between meteorological drought and socio-economic drought. In other words, it is feasible to prevent the propagation of meteorological drought to socio-economic drought through water conservancy engineering construction.
基于实际调查的小地区气象干旱向社会经济干旱蔓延的主要影响因素
干旱是世界上最常见的自然灾害之一,它被分为几个不同的类别。一般来说,气象干旱被认为是干旱灾害的开始,而社会经济干旱则是可能的最终结果。然而,在过去几十年中,从气象干旱传播到社会经济干旱的主要影响因素仍存在争议。本研究对中国丽水市 2022 年干旱事件进行了全面调查,建立了气象干旱向社会经济干旱传播的主要影响因素分析模型。结果表明,2022 年的干旱事件对该市的社会经济活动产生了巨大影响。根据政府关于社会经济干旱的报告和水源的基本信息,建立了随机森林归因分析模型。该模型在区分是否发生社会经济干旱方面表现出色,准确率为 0.9935,真阳性率为 0.9489,假阳性率为 0.0021。此外,在模型中,与水源相关的变量(包括排水面积、覆盖人口和日供水量)比与气象条件相关的其他变量更重要,这意味着水源能力是气象干旱与社会经济干旱之间传播的主要影响因素。换言之,通过水利工程建设防止气象干旱向社会经济干旱蔓延是可行的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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