• Complex
  • Title
  • Keyword
  • Abstract
  • Scholars
  • Journal
  • ISSN
  • Conference
搜索

Author:

Han, Hong-Gui (Han, Hong-Gui.) (Scholars:韩红桂) | Qian, Hu-Hai (Qian, Hu-Hai.) | Qiao, Jun-Fei (Qiao, Jun-Fei.) (Scholars:乔俊飞)

Indexed by:

EI Scopus SCIE

Abstract:

A nonlinear multiobjective model-predictive control (NMMPC) scheme, consisting of self-organizing radial basis function (SORBF) neural network prediction and multiobjective gradient optimization, is proposed for wastewater treatment process (WWTP) in this paper. The proposed NMMPC comprises a SORBF neural network identifier and a multiple objectives controller via the multi-gradient method (MGM). The SORBF neural network with concurrent structure and parameter learning is developed as a model identifier for approximating on-line the states of WWTP. Then, this NMMPC optimizes the multiple objectives under different operating functions, where all the objectives are minimized simultaneously. The solution of optimal control is based on the MGM which can shorten the solution time. Moreover, the stability and control performance of the closed-loop control system are well studied. Numerical simulations reveal that the proposed control strategy gives satisfactory tracking and disturbance rejection performance for WWTP. Experimental results show the efficacy of the proposed method. Crown Copyright (C) 2013 Published by Elsevier Ltd. All rights reserved.

Keyword:

Self-organizing radial basis function neural network Multiobjective optimization Multi-gradient method Nonlinear multiobjective model predictive control

Author Community:

  • [ 1 ] [Han, Hong-Gui]Beijing Univ Technol, Coll Elect & Control Engn, Beijing, Peoples R China
  • [ 2 ] [Qian, Hu-Hai]Beijing Univ Technol, Coll Elect & Control Engn, Beijing, Peoples R China
  • [ 3 ] [Qiao, Jun-Fei]Beijing Univ Technol, Coll Elect & Control Engn, Beijing, Peoples R China
  • [ 4 ] [Han, Hong-Gui]City Univ Hong Kong, Dept Mech & Biomed Engn, Kowloon, Hong Kong, Peoples R China

Reprint Author's Address:

  • 韩红桂

    [Han, Hong-Gui]Beijing Univ Technol, Coll Elect & Control Engn, Beijing, Peoples R China

Show more details

Related Keywords:

Related Article:

Source :

JOURNAL OF PROCESS CONTROL

ISSN: 0959-1524

Year: 2014

Issue: 3

Volume: 24

Page: 47-59

4 . 2 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:176

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 56

SCOPUS Cited Count: 72

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

Online/Total:1197/10567676
Address:BJUT Library(100 Pingleyuan,Chaoyang District,Beijing 100124, China Post Code:100124) Contact Us:010-67392185
Copyright:BJUT Library Technical Support:Beijing Aegean Software Co., Ltd.