Fuzzy harmony search based optimal control strategy for wireless cyber physical system with industry 4.0

被引:22
|
作者
Abidi, Mustufa Haider [1 ]
Alkhalefah, Hisham [1 ]
Umer, Usama [1 ]
机构
[1] King Saud Univ, Adv Mfg Inst, Riyadh 11421, Saudi Arabia
关键词
Cyber-physical system; Maximum allowable delay bound; Fuzzy harmony search; Scheduling; Industry; 4; 0; ALGORITHM;
D O I
10.1007/s10845-021-01757-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Recently, Industry 4.0 facilitates implementing several modular smart factories particularly the Cyber-Physical System. Due to enhanced growth in the Cyber-Physical System, privacy and security issues turned out to be the most significant factor all over the world. This paper demonstrates a complete co-design approach meant for integrating the cyberspace and physical space of a cyber-physical system. Various strategies and models regarding cyber and physical space are established in CPS. Apart from numerous co-design strategies, there are several parameters yet to be resolved and established. It becomes complicated and tricky to examine and explore the extremely best value since these parameters make up a very huge space. Therefore, a metaheuristic algorithm such as improved Fuzzy Harmonic Search Algorithm is proposed to optimize the control parameters so as to obtain a feasible solution. Also, this approach minimizes the cost function using Maximum Allowable Delay Bound (MADB) when subjected to several constraints such as the Sampling period, Horizon length, Routing graph, and scheduling table. Moreover the comparative analyses of various approaches such as Fuzzy Harmony Search (FHS) algorithm, Harmony Search (HS) algorithm, Grey Wolf Optimization Algorithm (GWO), Particle Swarm Optimization (PSO) algorithm, Differential Evolution (DE) algorithm as well as Fuzzy Genetic Algorithm (Fuzzy GA) are evaluated to examine the performances of the proposed approach. A testbed is organized for evaluation and exploration in a manufacturing atmosphere. The result reveals that this proposed approach provides enhanced control performance and communication reliability even under very harsh environmental habitat.
引用
收藏
页码:1795 / 1812
页数:18
相关论文
共 50 条
  • [1] Fuzzy harmony search based optimal control strategy for wireless cyber physical system with industry 4.0
    Mustufa Haider Abidi
    Hisham Alkhalefah
    Usama Umer
    Journal of Intelligent Manufacturing, 2022, 33 : 1795 - 1812
  • [2] Fuzzy Harmony Search Technique for Cyber Risks in Industry 4.0 Wireless Communication Networks
    Diao, Zhifeng
    Sun, Fanglei
    PROCESSES, 2023, 11 (03)
  • [3] Industry 4.0 as a Cyber-Physical System study
    Mosterman, Pieter J.
    Zander, Justyna
    SOFTWARE AND SYSTEMS MODELING, 2016, 15 (01): : 17 - 29
  • [4] Industry 4.0 as a Cyber-Physical System study
    Pieter J. Mosterman
    Justyna Zander
    Software & Systems Modeling, 2016, 15 : 17 - 29
  • [5] Cyber and physical equipment digital control system in Industry 4.0 item designing company
    Gurjanov, A. V.
    Zakoldaev, D. A.
    Shukalov, A. V.
    Zharinov, I. O.
    INTERNATIONAL CONFERENCE INFORMATION TECHNOLOGIES IN BUSINESS AND INDUSTRY 2018, PTS 1-4, 2018, 1015
  • [6] Physical Processes Control in Industry 4.0-Based Systems: A Focus on Cyber-Physical Systems
    Bordel, Borja
    Sanchez de Rivera, Diego
    Sanchez-Picot, Alvaro
    Robles, Tomas
    UBIQUITOUS COMPUTING AND AMBIENT INTELLIGENCE, UCAMI 2016, PT II, 2016, 10070 : 257 - 262
  • [7] Development of Cyber-Physical System (CPS) implementation in industry 4.0
    Afrizal, A.
    Mulyanti, B.
    Widiaty, I.
    INTERNATIONAL CONFERENCE ON INNOVATION IN ENGINEERING AND VOCATIONAL EDUCATION 2019 (ICIEVE 2019), PTS 1-4, 2020, 830
  • [8] Transport system organization of an Industry 4.0 cyber and physical production company
    Zakoldaev, D. A.
    Shukalov, A. V.
    Zharinov, I. O.
    Zharinov, O. O.
    IX INTERNATIONAL MULTIDISCIPLINARY SCIENTIFIC AND RESEARCH CONFERENCE MODERN ISSUES IN SCIENCE AND TECHNOLOGY / WORKSHOP ADVANCED TECHNOLOGIES IN AEROSPACE, MECHANICAL AND AUTOMATION ENGINEERING, 2018, 450
  • [9] A Cyber-Physical Architecture for Industry 4.0-based Power Equipments Detection System
    Yu, Miao
    Zhu, Mengzhou
    Chen, Guang
    Li, Jiansheng
    Zhou, Zhicheng
    2016 INTERNATIONAL CONFERENCE ON CONDITION MONITORING AND DIAGNOSIS (CMD), 2016, : 782 - 785
  • [10] A cyber-physical system architecture based on lean principles for managing industry 4.0 setups
    Nounou, Amr
    Jaber, Hadi
    Aydin, Ridvan
    INTERNATIONAL JOURNAL OF COMPUTER INTEGRATED MANUFACTURING, 2022, 35 (08) : 890 - 908