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Title: Proactive human–robot collaboration : mutual-cognitive, predictable, and self-organising perspectives
Authors: Li, S 
Zheng, P 
Liu, S
Wang, Z
Wang, XV
Zheng, L
Wang, L
Issue Date: Jun-2023
Source: Robotics and computer - integrated manufacturing, June 2023, v. 81, 102510
Abstract: Human–Robot Collaboration (HRC) has a pivotal role in smart manufacturing for strict requirements of human-centricity, sustainability, and resilience. However, existing HRC development mainly undertakes either a human-dominant or robot-dominant manner, where human and robotic agents reactively perform operations by following pre-defined instructions, thus far from an efficient integration of robotic automation and human cognition. The stiff human–robot relations fail to be qualified for complex manufacturing tasks and cannot ease the physical and psychological load of human operators. In response to these realistic needs, this paper presents our arguments on the obvious trend, concept, systematic architecture, and enabling technologies of Proactive HRC, serving as a prospective vision and research topic for future work in the human-centric smart manufacturing era. Human–robot symbiotic relation is evolving with a 5C intelligence — from Connection, Coordination, Cyber, Cognition to Coevolution, and finally embracing mutual-cognitive, predictable, and self-organising intelligent capabilities, i.e., the Proactive HRC. With proactive robot control, multiple human and robotic agents collaboratively operate manufacturing tasks, considering each others’ operation needs, desired resources, and qualified complementary capabilities. This paper also highlights current challenges and future research directions, which deserve more research efforts for real-world applications of Proactive HRC. It is hoped that this work can attract more open discussions and provide useful insights to both academic and industrial practitioners in their exploration of human–robot flexible production.
Keywords: Human-centric manufacturing
Human–robot collaboration
Industrial Internet-of-Things
Industry 5.0
Smart manufacturing
Publisher: Pergamon Press
Journal: Robotics and computer - integrated manufacturing 
ISSN: 0736-5845
DOI: 10.1016/j.rcim.2022.102510
Rights: © 2022 The Author(s). Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
The following publication Li, S., Zheng, P., Liu, S., Wang, Z., Wang, X. V., Zheng, L., & Wang, L. (2023). Proactive human–robot collaboration: Mutual-cognitive, predictable, and self-organising perspectives. Robotics and Computer-Integrated Manufacturing, 81, 102510 is available at https://doi.org/10.1016/j.rcim.2022.102510.
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