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Author:

Yan, A.-J. (Yan, A.-J..) (Scholars:严爱军) | Ni, P.-F. (Ni, P.-F..) | Yu, Y.-H. (Yu, Y.-H..) | Wang, P. (Wang, P..)

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Scopus PKU CSCD

Abstract:

For the problem of monitoring biochemical oxygen demand (BOD) concentration in wastewater treatment process, a case-based reasoning (CBR) prediction model based on support vector regression machine (SVR) is established in this paper. This model is composed of a case retrieval, a case reuse, a SVR revision and a case retention. The SVR revision model is obtained using the SVR training to revise the BOD concentration suggested from the traditional CBR model. The experiment results indicate that the fitting error of this model is lower compared with the support vector machine (SVM), the BP neural network, RBF neural network and the traditional CBR method. The application of SVR can effectively improve the regression performance and the learning ability for a traditional CBR model. © 2017, East China University of Science and Technology. All right reserved.

Keyword:

Biochemical oxygen demand; Case revision; Case-based reasoning; Support vector regression

Author Community:

  • [ 1 ] [Yan, A.-J.]School of Automation, Faculty of Information Technology, Beijing University of Technology, Beijing, 100124, China
  • [ 2 ] [Yan, A.-J.]Beijing Key Laboratory of Computational Intelligence & Intelligent System, Beijing, 100124, China
  • [ 3 ] [Yan, A.-J.]Engineering Research Center of Digital Community, Ministry of Education, Beijing, 100124, China
  • [ 4 ] [Ni, P.-F.]School of Automation, Faculty of Information Technology, Beijing University of Technology, Beijing, 100124, China
  • [ 5 ] [Ni, P.-F.]Engineering Research Center of Digital Community, Ministry of Education, Beijing, 100124, China
  • [ 6 ] [Yu, Y.-H.]School of Automation, Faculty of Information Technology, Beijing University of Technology, Beijing, 100124, China
  • [ 7 ] [Yu, Y.-H.]Engineering Research Center of Digital Community, Ministry of Education, Beijing, 100124, China
  • [ 8 ] [Wang, P.]School of Automation, Faculty of Information Technology, Beijing University of Technology, Beijing, 100124, China
  • [ 9 ] [Wang, P.]Engineering Research Center of Digital Community, Ministry of Education, Beijing, 100124, China
  • [ 10 ] [Wang, P.]Beijing Laboratory for Urban Mass Transit, Beijing, 100124, China

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Source :

Journal of East China University of Science and Technology

ISSN: 1006-3080

Year: 2017

Issue: 2

Volume: 43

Page: 227-233

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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