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IJMLC 2021 Vol.11(2): 176-181 ISSN: 2010-3700
DOI: 10.18178/ijmlc.2021.11.2.1032

Multiobjective Heuristic Scheduling of Automated Manufacturing Systems Based on Petri Nets

Chong Yu, Bo Huang, and Jiangen Hao

Abstract—In practice, automated manufacturing systems usually have multiple, incommensurate, and conflicting objectives to achieve. To deal with them, this paper proposes an extend Petri nets for the multiobjective scheduling of AMSs. In addition, a multiobjective heuristic A* search within reachability graphs of extended Petri nets is also proposed to schedule these nets. The method can obtain all Pareto-optimal schedules for the underlying systems if admissible heuristic functions are used. Finally, the effectiveness of the method is illustrated by some experimental systems.

Index Terms—Automated manufacturing systems, multiobjective heuristic search, Pareto-optimal schedules, Petri nets.

C. Yu and B. Huang are with the School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing 210094, China (Corresponding author: B. Huang; e-mail: yuchong@njust.edu.cn; huangbo@njust.edu.cn).
J. G. Hao is with the Nanjing Les Information Technology Co. Ltd., Nanjing 210007, China (e-mail: hjgnj@gmail.com).

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Cite: Chong Yu, Bo Huang, and Jiangen Hao, "Multiobjective Heuristic Scheduling of Automated Manufacturing Systems Based on Petri Nets," International Journal of Machine Learning and Computing vol. 11, no. 1, pp. 176-181, 2021.

Copyright © 2021 by the authors. This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited (CC BY 4.0).

General Information

  • E-ISSN: 2972-368X
  • Abbreviated Title: Int. J. Mach. Learn.
  • Frequency: Quaterly
  • DOI: 10.18178/IJML
  • Editor-in-Chief: Dr. Lin Huang
  • Executive Editor:  Ms. Cherry L. Chen
  • Abstracing/Indexing: Inspec (IET), Google Scholar, Crossref, ProQuest, Electronic Journals LibraryCNKI.
  • E-mail: ijml@ejournal.net


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