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Paper Information

Journal:   JOURNAL OF WATERSHED MANAGEMENT RESEARCH   FALL 2015-WINTER 2016 , Volume 6 , Number 12; Page(s) 1 To 10.
 
Paper: 

RAINFALL-RUNOFF SIMULATION IN THE NAVROOD RIVER BASIN USING TRUNCATED VOLTERRA MODEL AND ARTIFICIAL NEURAL NETWORKS

 
 
Author(s):  HASANPOUR KASHANI MAHSA*, GHORBANI MOHAMMAD ALI, DINPAJOOH YAGHOUB, SHAHMORAD SEDAGHAT
 
* UNIVERSITY OF TABRIZ
 
Abstract: 

This study evaluates the performance of the linear first-order Volterra model for simulating nonlinear rainfall-runoff process. For this end, fifteen storm events over the Navrood River basin were collected. 70% and 30% of the events were used to calibrate and test the suitability of the model. Finally, the performance of the model was compared with the artificial neural networks (multilayer perceptron (MLP)) using five performance criteria namely; coefficient of efficiency, root mean square error, error of total volume, relative error of peak discharge and error of time for peak to arrive. Results indicated that the intelligent MLP models outperformed the Volterra model. The linear Volterra model was not more effective in simulating the rainfall-runoff process. It needs to be extended to higher orders and also the number of the parameters should be reduced.

 
Keyword(s): VOLTERRA MODEL, ARTIFICIAL NEURAL NETWORK, RAINFALL-RUNOFF PROCESS, SIMULATION
 
 
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APA: Copy

HASANPOUR KASHANI, M., & GHORBANI, M., & DINPAJOOH, Y., & SHAHMORAD, S. (2016). RAINFALL-RUNOFF SIMULATION IN THE NAVROOD RIVER BASIN USING TRUNCATED VOLTERRA MODEL AND ARTIFICIAL NEURAL NETWORKS. JOURNAL OF WATERSHED MANAGEMENT RESEARCH, 6(12), 1-10. https://www.sid.ir/en/journal/ViewPaper.aspx?id=508554



Vancouver: Copy

HASANPOUR KASHANI MAHSA, GHORBANI MOHAMMAD ALI, DINPAJOOH YAGHOUB, SHAHMORAD SEDAGHAT. RAINFALL-RUNOFF SIMULATION IN THE NAVROOD RIVER BASIN USING TRUNCATED VOLTERRA MODEL AND ARTIFICIAL NEURAL NETWORKS. JOURNAL OF WATERSHED MANAGEMENT RESEARCH. 2016 [cited 2021August02];6(12):1-10. Available from: https://www.sid.ir/en/journal/ViewPaper.aspx?id=508554



IEEE: Copy

HASANPOUR KASHANI, M., GHORBANI, M., DINPAJOOH, Y., SHAHMORAD, S., 2016. RAINFALL-RUNOFF SIMULATION IN THE NAVROOD RIVER BASIN USING TRUNCATED VOLTERRA MODEL AND ARTIFICIAL NEURAL NETWORKS. JOURNAL OF WATERSHED MANAGEMENT RESEARCH, [online] 6(12), pp.1-10. Available: https://www.sid.ir/en/journal/ViewPaper.aspx?id=508554.



 
 
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