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Author:

Han HongGui (Han HongGui.) (Scholars:韩红桂) | Zhang JiaCheng (Zhang JiaCheng.) | Du ShengLi (Du ShengLi.) (Scholars:杜胜利) | Sun HaoYuan (Sun HaoYuan.) | Qiao JunFei (Qiao JunFei.) (Scholars:乔俊飞)

Indexed by:

EI Scopus SCIE

Abstract:

Anaerobic-anoxic-oxic (A(2)O) reactors, as the core parts of wastewater treatment process (WWTP), have attracted considerable attention to achieve the reliability of denitrification and dephosphorization. However, it is difficult to realize the optimal operation of A(2)O reactors due to the existence of nonlinear dynamics and large uncertainties. To solve this problem, a robust optimal control (ROC) strategy is developed to improve the operation performance of A(2)O reactors. First, data-driven systematic evaluation criteria are developed to describe the operational indicators of changeable conditions. Second, a robust optimization algorithm is designed to select the optimal solution. Third, a fuzzy neural network (FNN) is used to track the optimal solution in the control process. Finally, this proposed ROC strategy is applied to the phosphorus removal benchmark simulation model (BSM1-P) and the real A(2)O reactors. The results demonstrate that the strategy developed in this paper has great potential for application in real A(2)O reactors.

Keyword:

robust optimization robust optimal control fuzzy neural network anaerobic-anoxic-oxic reactors

Author Community:

  • [ 1 ] [Han HongGui]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Zhang JiaCheng]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 3 ] [Du ShengLi]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 4 ] [Sun HaoYuan]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 5 ] [Qiao JunFei]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 6 ] [Han HongGui]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 7 ] [Zhang JiaCheng]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 8 ] [Du ShengLi]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 9 ] [Sun HaoYuan]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 10 ] [Qiao JunFei]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 11 ] [Han HongGui]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China
  • [ 12 ] [Zhang JiaCheng]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China
  • [ 13 ] [Du ShengLi]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China
  • [ 14 ] [Sun HaoYuan]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China
  • [ 15 ] [Qiao JunFei]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China

Reprint Author's Address:

  • 韩红桂

    [Han HongGui]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China;;[Han HongGui]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China;;[Han HongGui]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China

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Source :

SCIENCE CHINA-TECHNOLOGICAL SCIENCES

ISSN: 1674-7321

Year: 2021

Issue: 7

Volume: 64

Page: 1485-1499

4 . 6 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:87

JCR Journal Grade:2

Cited Count:

WoS CC Cited Count: 14

SCOPUS Cited Count: 18

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 7

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