Using CART algorithm in predicting groundwater table fluctuations inside and outside of an irrigation system (case study: irrigating area of Qazvin)

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MIRHASHEMI SEYYED HASSAN; HAGHIGHATJOU PARVIZ; MIRZAEI FARHAD; PANAHI MEHDI

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Journal: Iranian Journal of Soil and Water Research Year:2018 | Volume:49 | Issue:2 Page(s): 385-395

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Title

Using CART algorithm in predicting groundwater table fluctuations inside and outside of an irrigation system (case study: irrigating area of Qazvin)

Author(s)

MIRHASHEMI SEYYED HASSAN | HAGHIGHATJOU PARVIZ | MIRZAEI FARHAD | PANAHI MEHDI | Issue Writer Certificate

Keywords

rainfall depth; data mining; cropping area; Taleghan reservoirQ2

Abstract

Due to importance of predicting groundwater table fluctuations as an important and key factor in agricultural activities, the main aim of this study is finding the model and effective factors in predicting groundwater table fluctuations by using CART tree algorithm in data mining package of "SPSS modeler 18. 0 IBM", in Qazvin irrigating area during 15 years from 2001 to 2015. Input variables to the model were the degree of effectiveness of each piezometer, net water requirements, the amount of consumption in each piezometer, rainfall depth, inflow and outflow from Taleghan reservoir, cropping area, and inflow to the irrigation system, the model output as objective function is groundwater table fluctuations. The predictability of the model was determined by the criteria such as correlation coefficient and mean absolute error. The results showed that the performance of the CART algorithm in predicting water table fluctuations inside the irrigation system is better than the outside of it. Furthermore, the results show that the most important parameter effective in predicting groundwater table fluctuations inside of the irrigation system is inflow to reservoir.

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APA: Copy

MIRHASHEMI, SEYYED HASSAN, HAGHIGHATJOU, PARVIZ, MIRZAEI, FARHAD, & PANAHI, MEHDI. (2018). Using CART algorithm in predicting groundwater table fluctuations inside and outside of an irrigation system (case study: irrigating area of Qazvin). IRANIAN JOURNAL OF SOIL AND WATER RESEARCH, 49(2 ), 385-395. SID. https://sid.ir/paper/225494/en

Vancouver: Copy

MIRHASHEMI SEYYED HASSAN, HAGHIGHATJOU PARVIZ, MIRZAEI FARHAD, PANAHI MEHDI. Using CART algorithm in predicting groundwater table fluctuations inside and outside of an irrigation system (case study: irrigating area of Qazvin). IRANIAN JOURNAL OF SOIL AND WATER RESEARCH[Internet]. 2018;49(2 ):385-395. Available from: https://sid.ir/paper/225494/en

IEEE: Copy

SEYYED HASSAN MIRHASHEMI, PARVIZ HAGHIGHATJOU, FARHAD MIRZAEI, and MEHDI PANAHI, “Using CART algorithm in predicting groundwater table fluctuations inside and outside of an irrigation system (case study: irrigating area of Qazvin),” IRANIAN JOURNAL OF SOIL AND WATER RESEARCH, vol. 49, no. 2 , pp. 385–395, 2018, [Online]. Available: https://sid.ir/paper/225494/en

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