Human-robot collaboration in disassembly for sustainable manufacturing

被引:115
|
作者
Liu, Quan [1 ,2 ]
Liu, Zhihao [1 ,2 ]
Xu, Wenjun [1 ,2 ]
Tang, Quan [1 ,2 ]
Zhou, Zude [1 ]
Duc Truong Pham [3 ]
机构
[1] Wuhan Univ Technol, Sch Informat Engn, Wuhan, Hubei, Peoples R China
[2] Wuhan Univ Technol, Hubei Key Lab Broadband Wireless Commun & Sensor, Wuhan, Hubei, Peoples R China
[3] Univ Birmingham, Dept Mech Engn, Birmingham, W Midlands, England
基金
英国工程与自然科学研究理事会; 中国国家自然科学基金;
关键词
sustainable manufacturing; human-robot collaboration; product disassembly; cyber-physical production system; artificial intelligence; SAFE; INTERFACE;
D O I
10.1080/00207543.2019.1578906
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Sustainable manufacturing is a global front-burner issue oriented to the sustainable development of humanity and society. In this context, this paper takes the human-robot collaborative disassembly (HRCD) as the topic on its contribution to economic, environmental and social sustainability. In addition, a detailed enabling systematic implementation for HRCD is presented, combined with a set of advanced technologies such as cyber-physical production system (CPPS) and artificial intelligence (AI), and it involves five aspects which including perception, cognition, decision, execution and evolution aiming at the dynamics, uncertainties and complexities in disassembly. Deep reinforcement learning, incremental learning and transfer learning are also investigated in the systematic approaches for HRCD. The demonstration in the case study contains experiment results of multi-modal perception for robot system and human body in hybrid human-robot collaborative disassembly cell, sequence planning for an HRCD task, distance based safety strategy and motion driven control method, and it manifests high feasibility and effectiveness of the proposed approaches for HRCD and verifies the functionalities of the systematic framework.
引用
收藏
页码:4027 / 4044
页数:18
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