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作者:

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

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EI Scopus PKU CSCD

摘要:

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.

关键词:

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

作者机构:

  • [ 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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来源 :

Control Theory and Applications

ISSN: 1000-8152

年份: 2013

期: 7

卷: 30

页码: 828-833

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 4

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

近30日浏览量: 2

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