Research Article

Application of Social Spider Optimization for Permutation Flow Shop Scheduling Problem

Volume: 2 Number: 2 December 15, 2021
EN

Application of Social Spider Optimization for Permutation Flow Shop Scheduling Problem

Abstract

Permutation flow shop scheduling problem (PFSP) is an NP-complete problem with a wide range of applications in many real-world applications. Social spider optimization (SSO) is a swarm intelligence algorithm proposed for continuous optimization problems. Recently, SSO has received increased interest in the field of combinatorial optimization as well. For this reason, in this paper, SSO algorithm is proposed to solve the PFSP with make span minimization. The proposed algorithm has been tested on 141 well-known benchmark instances and compared against six other conventional and best-so-far metaheuristics. The obtained results show that SSO outperforms some of the compared works although they are hybrid methods.

Keywords

References

  1. [1] V. Fernandez-Viagas, R. Ruiz, J. M. Framinan, “A new vision of approximate methods for the permutation flowshop to minimise makespan: State-of-the-art and computational evaluation”, Eur. J. Oper. Res., vol. 257, no. 3, pp. 707-721, Mar. 2017.
  2. [2] Q. Lin, L. Gao, X. Li, C. Zhang, ”A hybrid backtracking search algorithm for permutation flow-shop scheduling problem”, Comput. Ind. Eng., vol. 85, pp. 437-446, July. 2015.
  3. [3] N. A. Alawad, B. H. Abed-alguni, ”Discrete Jaya with refraction learning and three mutation methods for the permutation flow shop scheduling problem”, J Supercomput, pp. 1-22, July. 2021.
  4. [4] P. Wu, Q. Yang, W. Chen, B. Mao, H. Yu, ”An Improved Genetic-Shuffled Frog-Leaping Algorithm for Permutation Flowshop Scheduling”, Complexity, 2020.
  5. [5] L. Libralesso, P. A. Focke, A Secardin, V. Jost, “Iterative beam search algorithms for the permutation flowshop”, arXiv preprint arXiv, Sep. 2020.
  6. [6] C. Y. Hsu, P. C. Chang, M. H. Chen, “A linkage mining in block-based evolutionary algorithm for permutation flowshop scheduling problem”, Comput. Ind. Eng., vol. 83, pp. 159-171, May. 2015.
  7. [7] F. Zhao, J. Zhang, J. Wang, C. Zhang, “A shuffled complex evolution algorithm with opposition-based learning for a permutation flow shop scheduling problem”, Int. J. Computer Integr. Manuf., vol. 28, no. 11, pp. 1220-1235, Oct. 2015.
  8. [8] M. Kurdi, ”A memetic algorithm with novel semi-constructive evolution operators for permutation flowshop scheduling problem”, Appl. Soft Comput., vol. 94, Sept. 2020.

Details

Primary Language

English

Subjects

Artificial Intelligence

Journal Section

Research Article

Publication Date

December 15, 2021

Submission Date

October 22, 2021

Acceptance Date

November 15, 2021

Published in Issue

Year 2021 Volume: 2 Number: 2

APA
Kurdı, M. (2021). Application of Social Spider Optimization for Permutation Flow Shop Scheduling Problem. Journal of Soft Computing and Artificial Intelligence, 2(2), 85-97. https://izlik.org/JA59GK75WH
AMA
1.Kurdı M. Application of Social Spider Optimization for Permutation Flow Shop Scheduling Problem. JSCAI. 2021;2(2):85-97. https://izlik.org/JA59GK75WH
Chicago
Kurdı, Mohamed. 2021. “Application of Social Spider Optimization for Permutation Flow Shop Scheduling Problem”. Journal of Soft Computing and Artificial Intelligence 2 (2): 85-97. https://izlik.org/JA59GK75WH.
EndNote
Kurdı M (December 1, 2021) Application of Social Spider Optimization for Permutation Flow Shop Scheduling Problem. Journal of Soft Computing and Artificial Intelligence 2 2 85–97.
IEEE
[1]M. Kurdı, “Application of Social Spider Optimization for Permutation Flow Shop Scheduling Problem”, JSCAI, vol. 2, no. 2, pp. 85–97, Dec. 2021, [Online]. Available: https://izlik.org/JA59GK75WH
ISNAD
Kurdı, Mohamed. “Application of Social Spider Optimization for Permutation Flow Shop Scheduling Problem”. Journal of Soft Computing and Artificial Intelligence 2/2 (December 1, 2021): 85-97. https://izlik.org/JA59GK75WH.
JAMA
1.Kurdı M. Application of Social Spider Optimization for Permutation Flow Shop Scheduling Problem. JSCAI. 2021;2:85–97.
MLA
Kurdı, Mohamed. “Application of Social Spider Optimization for Permutation Flow Shop Scheduling Problem”. Journal of Soft Computing and Artificial Intelligence, vol. 2, no. 2, Dec. 2021, pp. 85-97, https://izlik.org/JA59GK75WH.
Vancouver
1.Mohamed Kurdı. Application of Social Spider Optimization for Permutation Flow Shop Scheduling Problem. JSCAI [Internet]. 2021 Dec. 1;2(2):85-97. Available from: https://izlik.org/JA59GK75WH

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