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Author:

Yan, Aijun (Yan, Aijun.) (Scholars:严爱军) | Shao, Hongshan (Shao, Hongshan.) | Wang, Pu (Wang, Pu.)

Indexed by:

CPCI-S EI Scopus SCIE

Abstract:

To estimate the dissolved oxygen (DO) concentration in the wastewater treatment process more accurately, a group genetic case-based reasoning (GGCBR) soft-sensing method of DO concentration is proposed by the integrated use of genetic algorithms (GA) and group decision making (GDM) in this paper. First, an attribute weight iterative optimization using GA is discussed in the case retrieval phase. Then, a case reuse method is carried out by using the GDM theory. Finally, the historical data of DO concentration in a wastewater treatment process are used to carry out a comparison experiment by 10-fold cross validation. The results show that this proposed GGCBR is superior to other methods and significantly reduces the fitting error of DO concentration. (C) 2015 Elsevier B.V. All rights reserved.

Keyword:

Group decision-making Dissolved oxygen Case-based reasoning Genetic algorithms

Author Community:

  • [ 1 ] [Yan, Aijun]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China
  • [ 2 ] [Shao, Hongshan]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China
  • [ 3 ] [Wang, Pu]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China
  • [ 4 ] [Yan, Aijun]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 5 ] [Yan, Aijun]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China
  • [ 6 ] [Shao, Hongshan]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China
  • [ 7 ] [Wang, Pu]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China
  • [ 8 ] [Wang, Pu]Beijing Lab Urban Mass Transit, Beijing 100124, Peoples R China

Reprint Author's Address:

  • 严爱军

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

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Related Keywords:

Source :

NEUROCOMPUTING

ISSN: 0925-2312

Year: 2015

Volume: 169

Page: 422-429

6 . 0 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:168

JCR Journal Grade:1

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 20

SCOPUS Cited Count: 22

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 11

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