3D Pattern Characterization of Rainfall Trends and Change Point Detection in an Indian River Basin, Using Variable-Size Cluster Analysis

IF 1.4 4区 环境科学与生态学 Q4 ENVIRONMENTAL SCIENCES
Pradeep Kumar Mahato, Kesheo Prasad, P. R. Maiti
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Abstract

Floods and droughts are significantly impacted by rainfall, a vital component of the hydrological cycle. This study evaluates long-term rainfall trends using variable-size cluster analysis (VSCA) to examine trends and change points over eight synoptic stations of the Damodar River Basin from 1922 to 2021. The Mann–Kendall (MK) test with Sen's slope estimator reveals monotonic trends and magnitudes, and VSCA analyzes rainfall patterns and change points. Changing climate statistics were summarized using a modified Pettitt–Mann–Whitney test version. Rainfall patterns that changed over time were shown graphically using 3D representations for 100 years of data with a minimum cluster size of 10. VSCA analysis showed a declining trend in rainfall beginning about 1990, with notable variations in 1970–1980 for Bardhaman, Dhanbad, Giridih, and Hazaribag. On the other hand, Koderma and Purulia had rising patterns starting in 1970 and lasting roughly from 1960 to 1980. Most of the time, West-Medinipur showed both declining and no-trend conditions. The MK test and Sen's slope technique revealed a significant negative trend in rainfall, with magnitudes of −1.28, −1.03, −1.67, −0.61, −2.54, and −1.92 mm/year for Bardhaman, Dhanbad, Giridih, Hazaribag, Ramgarh, and West-Medinipur, respectively. Purulia and Koderma displayed rising trends with magnitudes of 0.84. This research enhances our understanding and provides valuable insights for managing water resources.

Abstract Image

基于变大小聚类分析的印度河流流域降雨趋势的三维模式特征和变化点检测
降雨是水循环的重要组成部分,对洪涝和干旱的影响很大。本研究利用变大小聚类分析(VSCA)对达摩达尔河流域8个天气站1922 - 2021年的降水趋势和变化点进行了评估。使用Sen斜率估计器的Mann-Kendall (MK)检验揭示了单调趋势和幅度,VSCA分析了降雨模式和变化点。气候变化统计数据采用改进的Pettitt-Mann-Whitney检验法进行汇总。降雨模式随时间变化的图形显示使用3D表示100年的数据,最小簇大小为10。VSCA分析显示,从1990年开始,Bardhaman、Dhanbad、Giridih和Hazaribag的降雨量呈下降趋势,1970-1980年变化显著。另一方面,Koderma和Purulia的上升模式从1970年开始,大约持续到1960年至1980年。大多数时候,西梅迪尼普尔表现出下降和无趋势的情况。MK试验和Sen’s slope技术显示,Bardhaman、Dhanbad、Giridih、Hazaribag、Ramgarh和West-Medinipur的降雨量分别为- 1.28、- 1.03、- 1.67、- 0.61、- 2.54和- 1.92 mm/年。Purulia和Koderma的数值为0.84,呈上升趋势。这项研究提高了我们对水资源管理的认识,并提供了有价值的见解。
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来源期刊
Clean-soil Air Water
Clean-soil Air Water 环境科学-海洋与淡水生物学
CiteScore
2.80
自引率
5.90%
发文量
88
审稿时长
3.6 months
期刊介绍: CLEAN covers all aspects of Sustainability and Environmental Safety. The journal focuses on organ/human--environment interactions giving interdisciplinary insights on a broad range of topics including air pollution, waste management, the water cycle, and environmental conservation. With a 2019 Journal Impact Factor of 1.603 (Journal Citation Reports (Clarivate Analytics, 2020), the journal publishes an attractive mixture of peer-reviewed scientific reviews, research papers, and short communications. Papers dealing with environmental sustainability issues from such fields as agriculture, biological sciences, energy, food sciences, geography, geology, meteorology, nutrition, soil and water sciences, etc., are welcome.
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