EVALUATION OF SUPPORT VECTOR MACHINE, AND LINEAR AND QUADRATIC DISCRIMINANT ANALYSIS FOR GROUNDWATER LEVEL VARIATIONS IN SHAHREKORD PLAIN

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RAMEZANI CHARMAHINEH A.; ZOUNEMAT KERMANI M.

مرکز اطلاعات علمی Scientific Information Database (SID) - Trusted Source for Research and Academic Resources

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Journal: IRAN-WATER RESOURCES RESEARCH Year:2015 | Volume:11 | Issue:2 (33) Page(s): 97-105

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Title

EVALUATION OF SUPPORT VECTOR MACHINE, AND LINEAR AND QUADRATIC DISCRIMINANT ANALYSIS FOR GROUNDWATER LEVEL VARIATIONS IN SHAHREKORD PLAIN

Author(s)

RAMEZANI CHARMAHINEH A. | ZOUNEMAT KERMANI M. | Issue Writer Certificate

Keywords

GROUNDWATER LEVELQ2

LINEAR DISCRIMINANT ANALYSISQ2

SHAHREKORD PLAINQ2

SUPPORT VECTOR MACHINEQ2

Abstract

In recent years, due to the increasing rate of water demand and severe droughts, groundwater resources are considered as the most important sources of fresh water. Accordingly, a comprehensive strategy along with a long term plan is needed for preventing groundwater destruction. Variations in aquifer water level, are amongst the main factors which provide correct judgment about groundwater status and govern the watershed management projects. In the present study, monthly data (1999 to 2009) from 33 observational wells in SHAHREKORD PLAIN have been used for simulating the GROUNDWATER LEVEL. The relationship among the SHAHREKORD PLAIN coordinates and the GROUNDWATER LEVEL variations, for 1, 3, 5 and 10 year period, were investigated using LINEAR DISCRIMINANT ANALYSIS (LDA), Quadratic Discriminant Analysis (QDA), and SUPPORT VECTOR MACHINE (SVM). The results showed that the SVM is superior to the other two models due to its lowest average relative error in 1 and 3 year periods, and its acceptable precision in 5 and 10 year periods.

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APA: Copy

RAMEZANI CHARMAHINEH, A., & ZOUNEMAT KERMANI, M.. (2015). EVALUATION OF SUPPORT VECTOR MACHINE, AND LINEAR AND QUADRATIC DISCRIMINANT ANALYSIS FOR GROUNDWATER LEVEL VARIATIONS IN SHAHREKORD PLAIN. IRAN-WATER RESOURCES RESEARCH, 11(2 (33)), 97-105. SID. https://sid.ir/paper/100016/en

Vancouver: Copy

RAMEZANI CHARMAHINEH A., ZOUNEMAT KERMANI M.. EVALUATION OF SUPPORT VECTOR MACHINE, AND LINEAR AND QUADRATIC DISCRIMINANT ANALYSIS FOR GROUNDWATER LEVEL VARIATIONS IN SHAHREKORD PLAIN. IRAN-WATER RESOURCES RESEARCH[Internet]. 2015;11(2 (33)):97-105. Available from: https://sid.ir/paper/100016/en

IEEE: Copy

A. RAMEZANI CHARMAHINEH, and M. ZOUNEMAT KERMANI, “EVALUATION OF SUPPORT VECTOR MACHINE, AND LINEAR AND QUADRATIC DISCRIMINANT ANALYSIS FOR GROUNDWATER LEVEL VARIATIONS IN SHAHREKORD PLAIN,” IRAN-WATER RESOURCES RESEARCH, vol. 11, no. 2 (33), pp. 97–105, 2015, [Online]. Available: https://sid.ir/paper/100016/en

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