M5 TREE MODEL BASED MODELING OF EVAPORATION LOSSES IN ELEVIYAN RESERVOIR AND COMPARISON WITH EMPIRICAL EQUATIONS

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SATTARI MOHAMMAD TAGHI; AHMADIFAR VAHDAT; PASHAPOUR KHOLF ANSAR RASOUL

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Journal: Journal of Irrigation and Water Engineering Year:2014 | Volume:5 | Issue:17 Page(s): 110-122

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Title

M5 TREE MODEL BASED MODELING OF EVAPORATION LOSSES IN ELEVIYAN RESERVOIR AND COMPARISON WITH EMPIRICAL EQUATIONS

Author(s)

SATTARI MOHAMMAD TAGHI | AHMADIFAR VAHDAT | PASHAPOUR KHOLF ANSAR RASOUL | Issue Writer Certificate

Keywords

DATA MININGQ2

EVAPORATION ESTIMATIONQ2

MEYER EMPIRICAL EQUATION AND RESERVOIR MANAGEMENTQ2

Abstract

Evaporation losses from water free surface is one of the important parameter in water resources management. In this study M5 tree model as a one of the DATA MINING approaches has been used to estimate evaporation from Elaviyan reservoir water free surface in Maragheh. The results showed that M5 tree model has ability to present linear equations for modeling evaporation losses from free surface water with the highest correlation coefficient (0.851) along with lowest root mean square error (1.587 mm). Relations offered by M5 tree method The combination of climate parameters that are available in most empirical relationship has been developed, As model input have been created in scenarios. Also evaporation losses from free surface water estimated by using empirical equations. The results showed that the Meyer empirical equation with the high correlation coefficient (0.820) along with lowest root mean square error (1.962 mm) compared to other empirical methods could be estimate evaporation from free surface water with high accuracy. Comparison of empirical and M5 tree model results showed that both methods but have minimum difference between correlation coefficient also M5 tree model with lowest root mean square error could be present simple, understandable and applicable liner equations to estimate evaporation from Elaviyan reservoir free surface water in Maragheh.

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APA: Copy

SATTARI, MOHAMMAD TAGHI, AHMADIFAR, VAHDAT, & PASHAPOUR KHOLF ANSAR, RASOUL. (2014). M5 TREE MODEL BASED MODELING OF EVAPORATION LOSSES IN ELEVIYAN RESERVOIR AND COMPARISON WITH EMPIRICAL EQUATIONS. IRANIAN OF IRRIGATION & WATER ENGINEERING, 5(17), 110-122. SID. https://sid.ir/paper/247351/en

Vancouver: Copy

SATTARI MOHAMMAD TAGHI, AHMADIFAR VAHDAT, PASHAPOUR KHOLF ANSAR RASOUL. M5 TREE MODEL BASED MODELING OF EVAPORATION LOSSES IN ELEVIYAN RESERVOIR AND COMPARISON WITH EMPIRICAL EQUATIONS. IRANIAN OF IRRIGATION & WATER ENGINEERING[Internet]. 2014;5(17):110-122. Available from: https://sid.ir/paper/247351/en

IEEE: Copy

MOHAMMAD TAGHI SATTARI, VAHDAT AHMADIFAR, and RASOUL PASHAPOUR KHOLF ANSAR, “M5 TREE MODEL BASED MODELING OF EVAPORATION LOSSES IN ELEVIYAN RESERVOIR AND COMPARISON WITH EMPIRICAL EQUATIONS,” IRANIAN OF IRRIGATION & WATER ENGINEERING, vol. 5, no. 17, pp. 110–122, 2014, [Online]. Available: https://sid.ir/paper/247351/en

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