基于copula的复合干旱指数增强干旱监测与分析

IF 3.8 2区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES
Xiaohan Yu, Xiankui Zeng, Luca Brocca, Dongwei Gui, Dong Wang, Jichun Wu
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引用次数: 0

摘要

本研究基于copula理论、标准化降水、蒸散发和地下水指数(SPEGI)建立了一个复合干旱指数。SPEGI创新地整合了地表水变量(即降水和实际蒸散)和地下水变量(即地下水储水量变化)。随后与标准化降水蒸散指数(SPEI)、标准化土壤水分指数(SSMI)和标准化地下水指数(SGI)进行比较,并与实测作物产量进行交叉验证,验证其适用性。塔里木河是公认的中国最大的内陆河,其水资源主要来自其源头。气候变化背景下,塔里木河源区干旱持续时间长、强度大,是研究区。最后,利用SPEGI评价了TRB源区的干旱特征。结果表明,高斯联结公式最适合构建1个月尺度的联合概率分布,而甘贝尔联结公式最适合构建3、6、12个月尺度的联合概率分布。与SPEI、SSMI和SGI相比,SPEGI有效地识别了气象和地下水干旱特征,并显示出与作物产量更好的相关性。山区干旱表现为频率高、持续时间短、强度低,平原干旱表现为频率低、持续时间长、强度高。该研究为干旱研究提供了一个创新的视角,同时考虑了地表水和地下水,并侧重于改进区域干旱评估和战略发展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Copula-Based Composite Drought Index for Enhanced Drought Monitoring and Analysis

This research developed a composite drought index based on the copula theory, standardized precipitation, evapotranspiration and groundwater Index (SPEGI). SPEGI innovatively integrated surface water variables, that is, precipitation and actual evapotranspiration, and groundwater variables, that is, groundwater water storage changes. Subsequently, it was compared with standardized precipitation evapotranspiration index (SPEI), standardized soil moisture index (SSMI), and standardized groundwater index (SGI), and cross-validated with observed crop yield to validate its applicability. The Tarim River, recognized as China's largest inland river, has its water resources primarily supplied by its headstream. The headstream of the Tarim River Basin (TRB) is increasingly subjected to intense and prolonged droughts under climate change, which serves as the study area. Finally, the study assessed drought characteristics in the headstream of TRB using SPEGI. The results demonstrated that Gaussian copula provided the best fit for constructing joint probability distributions at a 1-month scale, whereas the Gumbel copula was most suitable at the 3-, 6-, and 12-month scales. The SPEGI effectively identified both meteorological and groundwater drought features and demonstrated a better correlation with crop yields compared to SPEI, SSMI, and SGI. Additionally, the drought characteristics in mountainous regions exhibited high frequency, short duration, and low intensity, whereas the plains exhibited low frequency, long duration, and high intensity. This research provided an innovative perspective for drought research, considering both surface water and groundwater and focusing on improved regional drought assessment and strategic development.

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来源期刊
Journal of Geophysical Research: Atmospheres
Journal of Geophysical Research: Atmospheres Earth and Planetary Sciences-Geophysics
CiteScore
7.30
自引率
11.40%
发文量
684
期刊介绍: JGR: Atmospheres publishes articles that advance and improve understanding of atmospheric properties and processes, including the interaction of the atmosphere with other components of the Earth system.
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