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

Author:

Qiao, Jun-Fei (Qiao, Jun-Fei.) (Scholars:乔俊飞) | Hou, Ying (Hou, Ying.) | Zhang, Lu (Zhang, Lu.) | Han, Hong-Gui (Han, Hong-Gui.) (Scholars:韩红桂)

Indexed by:

EI Scopus SCIE

Abstract:

This study investigates an adaptive fuzzy neural network control system for the multiobjective operation of wastewater treatment process (WWTP) with standard effluent quality (EQ) as well as low energy consumption (EC). The control system consists of an optimization module with the adaptive multiobjective differential evolution (AMODE) algorithm and a control module with the adaptive fuzzy neural network (AFNN). First, an AMODE algorithm, using the adaptive adjustment strategies for selecting the suitable scaling factor and crossover rate, is developed to optimize all objectives simultaneously. Then, the optimal set-points of the dissolved oxygen concentration in the fifth tank (S-O5) and the nitrogen nitrate concentration in the second anoxic tank (S-NO2) of WWTP can be obtained by the AMODE algorithm. Second, an AFNN controller, based on an adaptive second order algorithm, is employed to trace the set-points of S-O5 and S-NO2 for achieving the process performance. Finally, the proposed control system is applied on the Benchmark Simulation Model 1 (BSM1). The performance comparison with other algorithms indicates that the proposed control system yields better effluent qualities and lower average operation consumption. (C) 2017 Elsevier B.V. All rights reserved.

Keyword:

Wastewater treatment process Multiobjective optimal control Adaptive fuzzy neural network control system Adaptive multiobjective differential evolution

Author Community:

  • [ 1 ] [Qiao, Jun-Fei]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 2 ] [Han, Hong-Gui]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 3 ] [Hou, Ying]Beijing Univ Technol, Fac Informat Technol, Coll Automat, Beijing, Peoples R China
  • [ 4 ] [Zhang, Lu]Beijing Univ Technol, Fac Informat Technol, Coll Automat, Beijing, Peoples R China

Reprint Author's Address:

  • [Hou, Ying]Beijing Univ Technol, Fac Informat Technol, Coll Automat, Beijing, Peoples R China

Show more details

Related Keywords:

Source :

NEUROCOMPUTING

ISSN: 0925-2312

Year: 2018

Volume: 275

Page: 383-393

6 . 0 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:161

JCR Journal Grade:1

Cited Count:

WoS CC Cited Count: 89

SCOPUS Cited Count: 115

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

Online/Total:611/10528793
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.