Algorithm Research & Explore
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App. Res. of Comp. Printed Article
Vol. 39, 2022 No. 2
398-401

Multi-objective RFID network planning approach for flexible manufacturing workshop

Wu Lihui1
Li Yuansheng2
Hu Wenbo2
Dai Zhengzheng2
Meng Ya2
Zhang Zhongwei2
1. School of Mechanical Engineering, Shanghai Institute of Technology, Shanghai 201418, China
2. School of Electromechanical Engineering, Henan University of Technology, Zhengzhou 450001, China
DOI: 10.19734/j.issn.1001-3695.2021.06.0300

Abstract

To solve the RFID network planning problem of flexible manufacturing workshops with multiple coverage requirements, this paper proposed an RFID network planning approach integrating hierarchical clustering, redundancy reduction, and gradient descent, where the deployment cost, reader interference, and reader efficiency were taken as multi-optimization objectives. Firstly, it designed a hierarchical clustering algorithm to determine the initial number and deployment location of RFID. Then, it constructed a redundancy reader reduction algorithm to optimize the number of RFID. Finally, it built a gradient descent algorithm to adjust the RFID deployment location, so as to achieve multi-objective optimization of the RFID network planning. Experimental results show that the proposed approach has better multi-objective comprehensive performance than the traditional RFID network planning methods, including the hierarchical clustering method, genetic algorithm, particle swarm optimization, and redundancy subtraction method. It means the proposed approach is effective.

Foundation Support

国家自然科学基金项目(U1704156)
河南省科技攻关计划项目(212102210357)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2021.06.0300
Publish at: Application Research of Computers Printed Article, Vol. 39, 2022 No. 2
Section: Algorithm Research & Explore
Pages: 398-401
Serial Number: 1001-3695(2022)02-012-0398-04

Publish History

[2021-10-18] Accepted Paper
[2022-02-05] Printed Article

Cite This Article

吴立辉, 李元生, 胡文博, 等. 面向柔性制造车间的多目标RFID网络规划方法 [J]. 计算机应用研究, 2022, 39 (2): 398-401. (Wu Lihui, Li Yuansheng, Hu Wenbo, et al. Multi-objective RFID network planning approach for flexible manufacturing workshop [J]. Application Research of Computers, 2022, 39 (2): 398-401. )

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.

Application Research of Computers has many high-level readers and authors, and its readers are mainly senior and middle-level researchers and engineers engaged in the field of computer science, as well as teachers and students majoring in computer science and related majors in colleges and universities. Over the years, the total citation frequency and Web download rate of Application Research of Computers have been ranked among the top of similar academic journals in this discipline, and the academic papers published are highly popular among the readers for their novelty, academics, foresight, orientation and practicality.

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