A human-cyber-physical system enabled sequential disassembly planning approach for a human-robot collaboration cell in Industry 5.0

被引:32
作者
Lou, Shanhe [1 ]
Zhang, Yiran [1 ]
Tan, Runjia [1 ]
Lv, Chen [1 ]
机构
[1] Nanyang Technol Univ, Sch Mech & Aerosp Engn, Singapore City 639798, Singapore
关键词
Industry; 5.0; Human-cyber-physical system; Human -robot collaboration cell; Sequential disassembly planning; Hybrid grey wolf optimization; DECISION-MAKING METHOD; GREY WOLF OPTIMIZER; ALLOCATION;
D O I
10.1016/j.rcim.2023.102706
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Industry 5.0 characterized by human-centricity and sustainability has sparked a new wave of the industrial revolution. Human-cyber-physical system is the cornerstone of human-centric manufacturing while remanufacturing has gained considerable attention in fostering sustainability. Disassembly planning is a vital but challenging task in remanufacturing. In order to accommodate the frequent changes resulting from mass personalization, a human-robot collaboration cell is valued for its ability to achieve flexible disassembly. However, recent studies treated disassembly sequence and task allocation as independent aspects. And tasks are allocated by predefined metrics and thresholds without considering the ergonomics of operators. This paper proposes a human-cyber-physical framework for the human-robot collaboration cell by illustrating human-inthe-loop and human-on-the-loop paradigms. A multi-objective sequential disassembly planning model is presented by simultaneously considering disassembly sequence and task allocation. The task complexity and operator ergonomics are evaluated based on cloud models to handle the fuzziness and randomness in human cognition. Moreover, an improved multi-objective hybrid grey wolf optimization algorithm is proposed to obtain Pareto optimal disassembly plans. A case study on the disassembly planning of a control box is presented to illustrate the feasibility and practicability of the proposed approach. The results underscore the superiority of the proposed approach in handling rigorous constraints inherent in the sequential disassembly planning model, which acquires more convergent, diverse, and uniform disassembly plans along the Pareto front.
引用
收藏
页数:16
相关论文
共 45 条
[1]   Recent progress in self-powered multifunctional e-skin for advanced applications [J].
Chen, Yunfeng ;
Gao, Zhengqiu ;
Zhang, Fangjia ;
Wen, Zhen ;
Sun, Xuhui .
EXPLORATION, 2022, 2 (01)
[2]   A human-in-the-loop manufacturing control architecture for the next generation of production systems [J].
Cimini, Chiara ;
Pirola, Fabiana ;
Pinto, Roberto ;
Cavalieri, Sergio .
JOURNAL OF MANUFACTURING SYSTEMS, 2020, 54 :258-271
[3]   Evaluating quality in human-robot interaction: A systematic search and classification of performance and human-centered factors, measures and metrics towards an industry 5.0 [J].
Coronado, Enrique ;
Kiyokawa, Takuya ;
Ricardez, Gustavo A. Garcia ;
Ramirez-Alpizar, Ixchel G. ;
Venture, Gentiane ;
Yamanobe, Natsuki .
JOURNAL OF MANUFACTURING SYSTEMS, 2022, 63 :392-410
[4]   A Virtual Element-Based Postural Optimization Method for Improved Ergonomics During Human-Robot Collaboration [J].
El Makrini, Ilias ;
Mathijssen, Glenn ;
Verhaegen, Sten ;
Verstraten, Tom ;
Vanderborght, Bram .
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2022, 19 (03) :1772-1783
[5]   Binary grey wolf optimization approaches for feature selection [J].
Emary, E. ;
Zawba, Hossam M. ;
Hassanien, Aboul Ella .
NEUROCOMPUTING, 2016, 172 :371-381
[6]   Disassembly Sequence Planning: A Survey [J].
Guo, Xiwang ;
Zhou, MengChu ;
Abusorrah, Abdullah ;
Alsokhiry, Fahad ;
Sedraoui, Khaled .
IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2021, 8 (07) :1308-1324
[7]   Optimisation of robotic disassembly plans using the Bees Algorithm [J].
Hartono, Natalia ;
Ramirez, F. Javier ;
Pham, D. T. .
ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING, 2022, 78
[8]   Human-robot collaboration in industrial environments: A literature review on non-destructive disassembly* [J].
Hjorth, Sebastian ;
Chrysostomou, Dimitrios .
ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING, 2022, 73
[9]   A Hierarchical Human-Robot Interaction-Planning Framework for Task Allocation in Collaborative Industrial Assembly Processes [J].
Johannsmeier, Lars ;
Haddadin, Sami .
IEEE ROBOTICS AND AUTOMATION LETTERS, 2017, 2 (01) :41-48
[10]   Survey of Human-Robot Collaboration in Industrial Settings: Awareness, Intelligence, and Compliance [J].
Kumar, Shitij ;
Savur, Celal ;
Sahin, Ferat .
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 51 (01) :280-297