Click for new scientific resources and news about Corona[COVID-19]

Paper Information

Journal:   ENVIRONMENTAL BASED TERRITORIAL PLANNING (AMAYESH)   SUMMER 2009 , Volume 2 , Number 5; Page(s) 23 To 37.
 
Paper: 

APPLICATION OF ARTIFICIAL NEURAL NETWORK FOR RUNOFF ESTIMATION (CASE STUDY: PLASJAN BASIN-ZAYANDEHRUD WATERSHED)

 
 
Author(s):  NASRI MASOUD, MODARES R., DASTOURANI M.T.
 
* 
 
Abstract: 

Runoff estimation is an important part of water resources management of watersheds. Although a lot of physical and statistical methods are available which apply different watershed parameters, the black box artificial neural networks are more suitable methods.
In this study, a multilayer perceptron network is applied for estimation of daily runoff from daily rainfall of Plasjan Basin. At first, daily rainfall series of 3 stations and daily discharge of Plasjan station were normalized and according to autocorrelation and cross correlation of rainfall-runoff data, 6 variables were selected as input of the network and a 4-hidden-layer network was found to be more valid comparing with other networks.

 
Keyword(s): RUNOFF, MULTILAYER PERCEPTRON NETWORK, VALIDATION, AUTOCORRELATION, PLASJAN BASIN
 
 
References: 
  • ندارد
  •  
 
Cite:
APA: Copy

NASRI, M., & MODARES, R., & DASTOURANI, M. (2009). APPLICATION OF ARTIFICIAL NEURAL NETWORK FOR RUNOFF ESTIMATION (CASE STUDY: PLASJAN BASIN-ZAYANDEHRUD WATERSHED). ENVIRONMENTAL BASED TERRITORIAL PLANNING (AMAYESH), 2(5), 23-37. https://www.sid.ir/en/journal/ViewPaper.aspx?id=190522



Vancouver: Copy

NASRI MASOUD, MODARES R., DASTOURANI M.T.. APPLICATION OF ARTIFICIAL NEURAL NETWORK FOR RUNOFF ESTIMATION (CASE STUDY: PLASJAN BASIN-ZAYANDEHRUD WATERSHED). ENVIRONMENTAL BASED TERRITORIAL PLANNING (AMAYESH). 2009 [cited 2021April12];2(5):23-37. Available from: https://www.sid.ir/en/journal/ViewPaper.aspx?id=190522



IEEE: Copy

NASRI, M., MODARES, R., DASTOURANI, M., 2009. APPLICATION OF ARTIFICIAL NEURAL NETWORK FOR RUNOFF ESTIMATION (CASE STUDY: PLASJAN BASIN-ZAYANDEHRUD WATERSHED). ENVIRONMENTAL BASED TERRITORIAL PLANNING (AMAYESH), [online] 2(5), pp.23-37. Available at: <https://www.sid.ir/en/journal/ViewPaper.aspx?id=190522>.



 
 
Yearly Visit 57 Persian Abstract
 
Latest on Blog
Enter SID Blog