Design and analysis of statistical probability distribution and non-parametric trend analysis for reference evapotranspiration

被引:9
作者
Gul, Sajid [1 ,2 ]
Ren, Jingli [1 ,2 ]
Xiong, Neal [3 ]
Khan, Muhammad Asif [4 ,5 ]
机构
[1] Zhengzhou Univ, Henan Acad Big Data, Zhengzhou, Henan, Peoples R China
[2] Zhengzhou Univ, Sch Math & Stat, Zhengzhou, Henan, Peoples R China
[3] Northeastern State Univ, Dept Math, Tahlequah, OK USA
[4] Jiangxi Univ Finance & Econ, Sch Stat, Nanchang, Jiangxi, Peoples R China
[5] Islamia Coll Univ, Dept Stat, Peshawar, Khyber Pakhtunk, Pakistan
来源
PEERJ | 2021年 / 9卷
基金
中国国家自然科学基金;
关键词
Anderson darling; Irrigation; Khyber Pakhtunkhwa; Kolmogorove-Smirnov; Seasonal; PENMAN-MONTEITH; RIVER-BASIN; REGIONAL CALIBRATION; SOLAR-RADIATION; EQUATIONS; SENSITIVITY; HARGREAVES; PERFORMANCE; PARAMETERS; VARIABLES;
D O I
10.7717/peerj.11597
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Accurate estimates of reference evapotranspiration are critical for water-resource management strategies such as irrigation scheduling and operation. Therefore, knowledge of events such as spatial and temporal reference evapotranspiration (ETo) and their related principle of statistical probability theory plays a vital role in amplifying sustainable irrigation planning. Spatiotemporal statistical probability distribution and its associated trends have not yet has explored in Pakistan. In this study, we have two objectives: (1) to determine the most appropriate statistical probability distribution that better describes ETo on mean monthly and seasons wise estimates for the design of irrigation system in Khyber Pakhtunkhwa, and (2) to check the trends in ETo on a monthly, seasonal, and annual basis. To check the ETo trends, we used the modified version of the Mann-Kendall and Sen Slope. We used Bayesian Kriging for spatial interpolation and propose a practical approach to the design and study of statistical probability distributions for the irrigation system and water supplies management. Also, the scheme preeminent explains ETo, on a monthly and seasonal basis. The statistical distribution that showed the best fit ETo result occupying 58.33% and 25% performance for the design of irrigation scheme in the entire study region on the monthly level was Johnson SB and Generalized Pareto, respectively. However, according to the Anderson-Darling (AD) and Kolmogorov-Smirnov (KS) goodness of fit measure, seasonal ETo estimates were preferably suited to the Burr, Johnson SB & Generalized Extreme Value. More research work must be conduct to assess the significance of this study to other fields. In conclusion, these findings might be helpful for water resource management and policymaker in future operations.
引用
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页数:29
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