基于卫星的流域尺度水资源压力调查:缩小尺度的GRACE估算值和遥感数据的综合分析

IF 2.2 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Behnam Khorrami
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引用次数: 2

摘要

对于可持续发展和有保障的粮食生产而言,淡水供应是一个非常关键的问题,特别是在半干旱和干旱地区。在此前提下,水分胁迫的检测与评价就显得尤为重要。在本研究中,利用基于卫星的潜在有效水储量(PAWS)指数来测试其在基耶省西地中海盆地(WMB)流域尺度上分析水资源胁迫的可行性。基于随机森林(Random Forest, RF)模型,将粗分辨率GRACE (Gravity Recovery And Climate Experiment)估算值降尺度,然后与精细分辨率降水数据相结合,得到精细分辨率PAWS值。根据流域净水通量(NWF)和水储存亏缺(WSD)值验证了该指数的准确性。结果表明,PAWS指数在局部尺度评价水分胁迫方面表现良好。结果表明,PAWS变化与NWF (r = 0.72)和WSD (r = 0.66)高度相关。爪子分析表明,2003年至2020年,WMB处于临界水文状态,流域处于紧张状态,2018年达到最危急状态,人均水量跌破500 m3,处于绝对缺水状态。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Satellite-based investigation of water stress at the basin scale: an integrated analysis of downscaled GRACE estimates and remotely sensed data
Freshwater availability is a very determining issue, especially in semiarid and arid regions, for sustainable development and secured food production. In this premise, the detection and assessment of water stress are of utmost importance. In this study, the satellite-based Potential Available Water Storage (PAWS) index is used to test its feasibility for a basin-scale analysis of water stress in the Western Mediterranean Basin (WMB) in Türkiye. The coarse-resolution GRACE (Gravity Recovery And Climate Experiment) estimates were downscaled based on the Random Forest (RF) model and then were integrated with fine-resolution precipitation data to derive fine-resolution PAWS values. The accuracy of the index was validated against the net water flux (NWF) and water storage deficit (WSD) values over the basin. The results revealed a good performance for the PAWS index for a local scale evaluation of water stress. The PAWS variations turned out to be highly correlated with the NWF (r = 0.72) and WSD (r = 0.66). The PAWS indicates that the WMB has suffered from a critical hydrological situation from 2003 to 2020 during which the basin has been under stress with the most critical situation in 2018 when the per capita water has fallen below 500 m3 suggesting an absolute water stress status.
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来源期刊
Journal of Hydroinformatics
Journal of Hydroinformatics 工程技术-工程:土木
CiteScore
4.80
自引率
3.70%
发文量
59
审稿时长
3 months
期刊介绍: Journal of Hydroinformatics is a peer-reviewed journal devoted to the application of information technology in the widest sense to problems of the aquatic environment. It promotes Hydroinformatics as a cross-disciplinary field of study, combining technological, human-sociological and more general environmental interests, including an ethical perspective.
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