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author:

Zhu, Guangyu (Zhu, Guangyu.) [1] (Scholars:朱光宇) | Zhang, Zheng (Zhang, Zheng.) [2]

Indexed by:

EI PKU CSCD

Abstract:

To obtain high-quality solutions and good performance solution sets during the optimization of many-objective Permutation Flow-shop Scheduling Problems(PFSP), a positive projection grey target model with comprehensive objective weight was proposed based on grey target theory, which could overcome the shortcoming of obtaining information in the optimization process. A PFSP mathematical model with four-objective and a grey target model in the field of multi-objective optimization were defined, then target distance was calculated to judge the pros and cons of Pareto front and to extract the uncertainty information among the objective function values. To solve the different target distances of Pareto front in same section plane and to get more information in the solution space, a Positive Projection Grey Target(PPGT)model was proposed. Further, to acquire the information of the volatility and the correlation among the objective function values, a novel comprehensive objective weight method based on CRITIC method and entropy weight method was introduced into PPGT model. The modified PPGT model was integrated into the genetic algorithm to solve the multi-objective PFSP. The effectiveness of the proposed method was verified by three sets of experiments and four comparison algorithms. © 2022, Editorial Department of CIMS. All right reserved.

Keyword:

Entropy Functions Genetic algorithms Machine shop practice Multiobjective optimization Scheduling

Community:

  • [ 1 ] [Zhu, Guangyu]School of Advanced Manufacturing, Fuzhou University, Quanzhou; 362200, China
  • [ 2 ] [Zhu, Guangyu]School of Mechanical Engineering and Automation, Fuzhou University, Fuzhou; 350108, China
  • [ 3 ] [Zhang, Zheng]School of Advanced Manufacturing, Fuzhou University, Quanzhou; 362200, China

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Source :

Computer Integrated Manufacturing Systems, CIMS

ISSN: 1006-5911

CN: 11-5946/TP

Year: 2022

Issue: 4

Volume: 28

Page: 1087-1098

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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