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

Author:

Qiao, Junfei (Qiao, Junfei.) (Scholars:乔俊飞) | Zhang, Wei (Zhang, Wei.) | Han, Honggui (Han, Honggui.) (Scholars:韩红桂)

Indexed by:

Scopus SCIE

Abstract:

In order to improve the accuracy and adaptive ability of dissolved oxygen concentration control in the wastewater treatment process (WWTP), a self-organizing fuzzy control (SOFC) method is developed in this paper. The main feature of this control system is that the fuzzy controller can extract fuzzy rules automatically using a self-organizing fuzzy neural network (FNN), which can adjust the network structure during the process based on the growing-pruning-combining algorithm. Furthermore, to ensure the convergence of the system, a compensation controller is designed to dispel the FNN approximation error, and the parameter compensation is also considered while adjusting the network structure. Finally, simulation results, based on the international benchmark simulation model No. 1 (BSM1), demonstrate that the proposed method can achieve better control performance and superior adaptive ability compared with PID, model predictive control and conventional fuzzy logic controller.

Keyword:

Dissolved oxygen self-organizing fuzzy control wastewater treatment process fuzzy neural network

Author Community:

  • [ 1 ] [Qiao, Junfei]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China
  • [ 2 ] [Zhang, Wei]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China
  • [ 3 ] [Han, Honggui]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China
  • [ 4 ] [Zhang, Wei]Henan Polytech Univ, Sch Elect Engn & Automat, Jiaozuo, Peoples R China
  • [ 5 ] [Qiao, Junfei]Beijing Key Lab Computat Intelligence & Intellige, Beijing, Peoples R China
  • [ 6 ] [Zhang, Wei]Beijing Key Lab Computat Intelligence & Intellige, Beijing, Peoples R China
  • [ 7 ] [Han, Honggui]Beijing Key Lab Computat Intelligence & Intellige, Beijing, Peoples R China

Reprint Author's Address:

  • 乔俊飞

    [Qiao, Junfei]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China

Show more details

Related Keywords:

Source :

JOURNAL OF INTELLIGENT & FUZZY SYSTEMS

ISSN: 1064-1246

Year: 2016

Issue: 6

Volume: 30

Page: 3411-3422

2 . 0 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:167

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 22

SCOPUS Cited Count: 33

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

Online/Total:462/10596050
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.