An integrated time-varying moment (ITVM) model for flood frequency re-analysis under future climate change conditions

IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Journal of Flood Risk Management Pub Date : 2024-06-21 DOI:10.1111/jfr3.13012
Lijun Dong, Xiaohua Dong, Yaoming Ma, Chong Wei, Dan Yu, Huijuan Bo, Jing Guo
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Abstract

The frequency analysis method is commonly used to calculate design floods. Under the double challenge of the non-stationary situation under the changing environment and the inadequate length of flood series, developing a new method to integrate the historical extraordinary floods into the non-stationary frequency analysis is essential. First, the Multi-Model Ensemble projections of temperature and precipitation based on Global Climate Model outputs were employed to drive the Soil & Water Assessment Tool hydrological model for runoff simulation. Then, the Integrated Time-Varying Moment (ITVM) model was developed to re-analyze the design floods based on the Pearson-III distribution. The calibrated SWAT model can satisfactorily simulate the rainfall-runoff relationship in the Yalong River basin. The developed ITVM model is effective to conduct the design flood frequency analysis to cope with the problems of insufficient length and non-stationarity of the flood series. The design flood values of Maidilong station show an obvious increase, with variations of 6.5%–9.4%, 2.9%–12.3%, and 16%–33.7% for SSP1-2.6, SSP2-4.5, and SSP5-8.5, respectively. The significant increase of low frequencies (p = 0.2%, p = 0.1%) floods, especially for SSP5-8.5 scenario, requires more attention, as the increased floods may exceed the discharge capacity of the reservoir determined at the design stage.

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用于未来气候变化条件下洪水频率再分析的综合时变矩 (ITVM) 模型
频率分析法通常用于计算设计洪水。在环境变化带来的非稳态情况和洪水序列长度不足的双重挑战下,开发一种新方法将历史上的特大洪水纳入非稳态频率分析是非常必要的。首先,利用基于全球气候模型输出的温度和降水量多模型集合预测,驱动土壤与水评估工具水文模型进行径流模拟。然后,开发了综合时变矩(ITVM)模型,根据 Pearson-III 分布重新分析设计洪水。校核后的 SWAT 模型能够令人满意地模拟雅砻江流域的降雨-径流关系。所建立的 ITVM 模型可有效地进行设计洪水频率分析,以解决洪水序列长度不足和非平稳性的问题。麦地龙站设计洪水值呈明显上升趋势,SSP1-2.6、SSP2-4.5、SSP5-8.5 的变化率分别为 6.5%-9.4%、2.9%-12.3%、16%-33.7%。低频率(p = 0.2%,p = 0.1%)洪水的大幅增加,尤其是 SSP5-8.5 方案,需要引起更多关注,因为增加的洪水可能会超过设计阶段确定的水库泄洪能力。
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来源期刊
Journal of Flood Risk Management
Journal of Flood Risk Management ENVIRONMENTAL SCIENCES-WATER RESOURCES
CiteScore
8.40
自引率
7.30%
发文量
93
审稿时长
12 months
期刊介绍: Journal of Flood Risk Management provides an international platform for knowledge sharing in all areas related to flood risk. Its explicit aim is to disseminate ideas across the range of disciplines where flood related research is carried out and it provides content ranging from leading edge academic papers to applied content with the practitioner in mind. Readers and authors come from a wide background and include hydrologists, meteorologists, geographers, geomorphologists, conservationists, civil engineers, social scientists, policy makers, insurers and practitioners. They share an interest in managing the complex interactions between the many skills and disciplines that underpin the management of flood risk across the world.
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