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Human-robot collaboration in disassembly for sustainable manufacturing

机译:用于可持续制造的人类机器人合作

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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.
机译:可持续制造业是一项以人类和社会的可持续发展为导向的全球前燃烧器问题。在这方面,本文将人机机器人协作拆卸(HRCD)视为其对经济,环境和社会可持续性的贡献的主题。此外,还提出了详细的支持HRCD的系统实现,结合了一组高级技术,例如网络 - 物理生产系统(CPP)和人工智能(AI),涉及包括感知,认知,决定的五个方面,针对拆卸中的动态,不确定性和复杂性的执行和演变。在HRCD的系统方法中还调查了深度加强学习,增量学习和转移学习。在案例研究中的示范含有用于机器人系统和人体在混合人体机器人协作拆卸细胞的多模态感知的实验结果,HRCD任务的序列规划,基于距离的安全策略和运动驱动控制方法,其表现为高拟议的HRCD方法的可行性和有效性,并验证系统框架的功能。

著录项

  • 来源
    《International Journal of Production Research》 |2019年第12期|4027-4044|共18页
  • 作者单位

    Wuhan Univ Technol Sch Informat Engn Wuhan Hubei Peoples R China|Wuhan Univ Technol Hubei Key Lab Broadband Wireless Commun & Sensor Wuhan Hubei Peoples R China;

    Wuhan Univ Technol Sch Informat Engn Wuhan Hubei Peoples R China|Wuhan Univ Technol Hubei Key Lab Broadband Wireless Commun & Sensor Wuhan Hubei Peoples R China;

    Wuhan Univ Technol Sch Informat Engn Wuhan Hubei Peoples R China|Wuhan Univ Technol Hubei Key Lab Broadband Wireless Commun & Sensor Wuhan Hubei Peoples R China;

    Wuhan Univ Technol Sch Informat Engn Wuhan Hubei Peoples R China|Wuhan Univ Technol Hubei Key Lab Broadband Wireless Commun & Sensor Wuhan Hubei Peoples R China;

    Wuhan Univ Technol Sch Informat Engn Wuhan Hubei Peoples R China;

    Univ Birmingham Dept Mech Engn Birmingham W Midlands England;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    sustainable manufacturing; human-robot collaboration; product disassembly; cyber-physical production system; artificial intelligence;

    机译:可持续制造;人体机器人协作;产品拆卸;网络物理生产系统;人工智能;

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