Path Recognition and Virtual Guides Design for Path Following Based on Human-Robot Collaboration

This paper presents a path recognition and virtual guides (VGs) design method for a task of path following based on human-robot collaboration (HRC). Firstly, a support vector machine (SVM) combined with least squares (LS) is developed to recognize the desired path based on human guidance. Secondly,...

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Veröffentlicht in:IEEE transactions on industrial electronics (1982) 2023-10, Vol.70 (10), p.1-10
Hauptverfasser: Song, Chenjian, Xia, Jingkang, Huang, Deqing, Ma, Lei, Li, Yanan
Format: Artikel
Sprache:eng
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Zusammenfassung:This paper presents a path recognition and virtual guides (VGs) design method for a task of path following based on human-robot collaboration (HRC). Firstly, a support vector machine (SVM) combined with least squares (LS) is developed to recognize the desired path based on human guidance. Secondly, VGs are designed based on the admittance control for human-robot collaborative path following, which combine the human's decision-making with the robot's accurate execution capability. The effectiveness and the robustness of the proposed method are verified on a 7-DOF Sawyer robot equipped with a force/torque sensor.
ISSN:0278-0046
1557-9948
DOI:10.1109/TIE.2022.3219102