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Author:

Bo, Ying-Chun (Bo, Ying-Chun.) | Qiao, Jun-Fei (Qiao, Jun-Fei.) (Scholars:乔俊飞)

Indexed by:

EI Scopus PKU CSCD

Abstract:

To control the dissolved oxygen concentration and nitrate concentration of wasterwater treatment process (WWTP), we propose a heuristic dynamic programming (HDP) method based on the echo state network (ESN). This scheme evaluates the current policy, and then the HDP controller adjusts the current policy according to the evaluation results. This procedure is continued until the optimal policy is found. Echo state networks are adopted to approximate the evaluation function and the optimal policy. To ensure the availability of the HDP controller, we investigate the parameter ranges of the HDP controller. Experimental results indicate that the ESN-based HDP controller has advantages over the PID controller in control stability and control precision.

Keyword:

Dynamic programming Three term control systems Process control Heuristic programming Heuristic methods Dissolved oxygen Wastewater treatment Controllers

Author Community:

  • [ 1 ] [Bo, Ying-Chun]College of Information and Control Engineering, China University of Petroleum (East China), Qingdao Shandong 266580, China
  • [ 2 ] [Bo, Ying-Chun]College of Electronic and Control Engineering, Beijing University of Technology, Beijing 100124, China
  • [ 3 ] [Qiao, Jun-Fei]College of Information and Control Engineering, China University of Petroleum (East China), Qingdao Shandong 266580, China

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Source :

Control Theory and Applications

ISSN: 1000-8152

Year: 2013

Issue: 7

Volume: 30

Page: 828-833

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 4

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 5

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