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author:

Li, Kai (Li, Kai.) [1] | Zhang, Han (Zhang, Han.) [2] | Chu, Chengbin (Chu, Chengbin.) [3] | Jia, Zhao-hong (Jia, Zhao-hong.) [4] | Chen, Jianfu (Chen, Jianfu.) [5]

Indexed by:

EI Scopus SCIE

Abstract:

This paper addresses the problem of minimizing the maximum lateness and the total pollution emission costs by scheduling a group of jobs with different processing times, sizes, release times, and due dates on uniform parallel batch processing machines with non-identical machine capacities and different unit pollution emission costs. We develop a discrete bi-objective evolutionary algorithm C-NSGA-A to solve this problem. On the one hand, we present a method of constructively generating an individual with the first job selection to produce an initial population for improving the convergence of individuals. On the other hand, we propose an angle-based environmental selection strategy to choose individuals to maintain the diversity of individuals. Through extensive simulation experiments, C-NSGA-A is compared with several state-of-the-art algorithms, and experimental results show that the proposed algorithm performs better than those algorithms. Moreover, the proposed algorithm has more obvious advantages on instances with a larger number of jobs.

Keyword:

Evolutionary algorithm Lateness Scheduling Total cost Uniform parallel batch processing machines

Community:

  • [ 1 ] [Li, Kai]Hefei Univ Technol, Sch Management, Hefei 230009, Peoples R China
  • [ 2 ] [Zhang, Han]Hefei Univ Technol, Sch Management, Hefei 230009, Peoples R China
  • [ 3 ] [Chen, Jianfu]Hefei Univ Technol, Sch Management, Hefei 230009, Peoples R China
  • [ 4 ] [Li, Kai]Minist Educ, Key Lab Proc Optimizat & Intelligent Decis making, Hefei 230009, Peoples R China
  • [ 5 ] [Chu, Chengbin]Fuzhou Univ, Sch Econ & Management, Fuzhou 350116, Peoples R China
  • [ 6 ] [Chu, Chengbin]Univ Gustave Eiffel, ESIEE Paris, COSYS GRETTIA, F-77454 Marne La Vallee, France
  • [ 7 ] [Chen, Jianfu]Univ Gustave Eiffel, ESIEE Paris, COSYS GRETTIA, F-77454 Marne La Vallee, France
  • [ 8 ] [Jia, Zhao-hong]Anhui Univ, Sch Comp Sci & Technol, Hefei 230039, Anhui, Peoples R China

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Source :

EXPERT SYSTEMS WITH APPLICATIONS

ISSN: 0957-4174

Year: 2022

Volume: 204

8 . 5

JCR@2022

7 . 5 0 0

JCR@2023

ESI Discipline: ENGINEERING;

ESI HC Threshold:66

JCR Journal Grade:1

CAS Journal Grade:1

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: 0

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