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作者:

Han, Honggui (Han, Honggui.) (学者:韩红桂) | Qiao, Junfei (Qiao, Junfei.) (学者:乔俊飞)

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EI Scopus SCIE

摘要:

Because of their complex behavior, wastewater treatment processes (WWTPs) are very difficult to control. In this paper, the design and implementation of a nonlinear model-predictive control (NMPC) system are discussed. The proposed NMPC comprises a self-organizing radial basis function neural network (SORBFNN) identifier and a multiobjective optimization method. The SORBFNN with concurrent structure and parameter learning is developed as a model identifier for approximating the online states of dynamic systems. Then, the solution of the multiobjective optimization is obtained by a gradient method which can shorten the solution time of optimal control problems. Moreover, the conditions for the stability analysis of NMPC are presented. Experiments reveal that the proposed control technique gives satisfactory tracking and disturbance rejection performance for WWTPs. Experimental results on a real WWTP show the efficacy of the proposed NMPC for industrial processes in many applications. Index

关键词:

Multiobjective optimization nonlinear model-predictive control (NMPC) self-organizing radial basis function neural network (SORBFNN) wastewater treatment process (WWTP)

作者机构:

  • [ 1 ] [Han, Honggui]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China
  • [ 2 ] [Qiao, Junfei]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China

通讯作者信息:

  • 韩红桂

    [Han, Honggui]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China

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来源 :

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

ISSN: 0278-0046

年份: 2014

期: 4

卷: 61

页码: 1970-1982

7 . 7 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:123

JCR分区:1

中科院分区:1

被引次数:

WoS核心集被引频次: 122

SCOPUS被引频次: 158

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

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