Algorithm Research & Explore
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3634-3639

Improved sparrow search algorithm for solving Job-Shop scheduling problem

Liu Lina
Nan Xinyuan
Shi Yuefei
College of Electric Engineering, Xinjiang University, Urumqi 830047, China

Abstract

This paper proposed an improved sparrow search algorithm(ISSA) to minimize makespan of Job-Shop scheduling problem(JSP). Firstly, it formed the corresponding relationship between the discrete decision space of JSP and the continuous search space of sparrow search algorithm(SSA) by designing an effective code conversion mode. Then, since the SSA is easy to fall into local optimum, this paper improved SSA based on the idea of quantum computation, sine cosine search and decreasing vigilance strategy. Meanwhile, to make up for the lack of depth mining ability of SSA in solving discrete problems, it introduced multi-neighbor search and Gaussian disturbance strategy. Finally, this paper provided comparative experiments of 10 test questions of FT and LA series, 6 algorithms and 2 application examples. The results show that ISSA can obtain better mi-nimum value, average value and optimization success rate when solving JSP, which verifies the effectiveness of ISSA in solving JSP.

Foundation Support

国家自然科学基金资助项目(52065064)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2021.05.0180
Publish at: Application Research of Computers Printed Article, Vol. 38, 2021 No. 12
Section: Algorithm Research & Explore
Pages: 3634-3639
Serial Number: 1001-3695(2021)12-019-3634-06

Publish History

[2021-12-05] Printed Article

Cite This Article

刘丽娜, 南新元, 石跃飞. 改进麻雀搜索算法求解作业车间调度问题 [J]. 计算机应用研究, 2021, 38 (12): 3634-3639. (Liu Lina, Nan Xinyuan, Shi Yuefei. Improved sparrow search algorithm for solving Job-Shop scheduling problem [J]. Application Research of Computers, 2021, 38 (12): 3634-3639. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

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