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Paper Information

Journal:   JOURNAL OF WATERSHED MANAGEMENT RESEARCH   SPRING-SUMMER 2016 , Volume 7 , Number 13; Page(s) 92 To 103.
 
Paper: 

COMPARISON OF THE PERFORMANCE OF SUPPORT VECTOR MACHINE WITH OTHER INTELLIGENT TECHNIQUES TO SIMULATE RAINFALL-RUNOFF PROCESS

 
DOI: 

10.18869/acadpub.jwmr.7.13.103

 
Author(s):  GHORBANI MOHAMMAD ALI*, AZANI ATEFE, NAGHIPOOR LEYLA
 
* TABRIZ UNIVERSITY
 
Abstract: 

Simulation of rainfall-runoff process is a major step in water engineering studies and water resources management. In this study, the rainfall-runoff process of the Siminehroud monthly (1377-1390) were simulated using Support Vector Machines (SVM) with Radial Basis kernel Function, Polynomial and linear Bayesian Network (BN) with a PC Learning Algorithm, also conventional methods such as Artificial Neural Networks (ANNs) and Gene Expression Programming (GEP) were used; finally, the results were compared with each other. Correlation Coefficient (CC), Root Mean Square Error (RMSE) and Nash-Sutcliff coefficient (NS) were used to evaluate the performance of the models. The results indicate the acceptable performance of the models and GEP model shows the highest CC (CC=0.91), minimum RMSE (RMSE=1.3 m3/s) and NS=0.82 in verification stage.

 
Keyword(s): ARTIFICIAL NEURAL NETWORKS, BAYESIAN NETWORKS, GENE EXPRESSION PROGRAMMING, RAINFALL-RUNOFF, SIMINEHROUD, SUPPORT VECTOR MACHINE
 
 
References: 
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Click to Cite.
APA: Copy

GHORBANI, M., & AZANI, A., & NAGHIPOOR, L. (2016). COMPARISON OF THE PERFORMANCE OF SUPPORT VECTOR MACHINE WITH OTHER INTELLIGENT TECHNIQUES TO SIMULATE RAINFALL-RUNOFF PROCESS. JOURNAL OF WATERSHED MANAGEMENT RESEARCH, 7(13), 92-103. https://www.sid.ir/en/journal/ViewPaper.aspx?id=508730



Vancouver: Copy

GHORBANI MOHAMMAD ALI, AZANI ATEFE, NAGHIPOOR LEYLA. COMPARISON OF THE PERFORMANCE OF SUPPORT VECTOR MACHINE WITH OTHER INTELLIGENT TECHNIQUES TO SIMULATE RAINFALL-RUNOFF PROCESS. JOURNAL OF WATERSHED MANAGEMENT RESEARCH. 2016 [cited 2021May07];7(13):92-103. Available from: https://www.sid.ir/en/journal/ViewPaper.aspx?id=508730



IEEE: Copy

GHORBANI, M., AZANI, A., NAGHIPOOR, L., 2016. COMPARISON OF THE PERFORMANCE OF SUPPORT VECTOR MACHINE WITH OTHER INTELLIGENT TECHNIQUES TO SIMULATE RAINFALL-RUNOFF PROCESS. JOURNAL OF WATERSHED MANAGEMENT RESEARCH, [online] 7(13), pp.92-103. Available: https://www.sid.ir/en/journal/ViewPaper.aspx?id=508730.



 
 
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