会议论文详细信息
2nd International Conference on Environmental Resources Management in Global Region
Simulating Rainfall Seasonal Pattern in Kandangan Subregency Using Statistical Method
生态环境科学
Nurjani, E.^1 ; Hakim, L.^1 ; Putra, D.S.D.^1 ; Khoiruluswati, N.M.^1
Faculty of Geography, Universitas Gadjah Mada, Bulaksumur 28A, Yogyakarta
55281, Indonesia^1
关键词: Dependent variables;    Gamma distribution;    Independent variables;    Sea surface temperature anomalies;    Seasonal patterns;    Simple linear regression;    Statistical modeling;    Water resources availability;   
Others  :  https://iopscience.iop.org/article/10.1088/1755-1315/256/1/012039/pdf
DOI  :  10.1088/1755-1315/256/1/012039
学科分类:环境科学(综合)
来源: IOP
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【 摘 要 】

Rainfall is an important climate element which affects water resources availability in a certain area. Water resources availability itself are an important factor for human life. In this research, daily rainfall from 2014 to 2016 was statistically analyzed to obtain form and scale parameter for 2-parameter gamma distribution for each month. Then obtained parameter is clustered based on seasons resulting in four clusters. Then each obtained parameter within each cluster is modeled as dependent variable using simple linear regression with Sea Surface Temperature Anomaly over Nino 3,4 Zone as its independent variable. Those processes resulted in the regression model for each gamma distribution parameter and for each season. Then obtained model used and combined with random seed algorithm to simulate rainfall during 2017. Resulted rainfall showed that statistical model that had been built was capable to simulate the temporal pattern of rainfall although with underestimated rainfall value.

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