An obstacle avoidance algorithm for robot manipulators based on decision-making force

Obstacle avoidance is a significant skill not only for mobile robots but also for robot manipulators working in unstructured environments. Various algorithms have been proposed to solve off-line planning and on-line adaption problems. However, it is still not able to ensure safety and flexibility in...

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Published in:	Robotics and computer-integrated manufacturing Vol. 71; p. 102114
Main Authors:	Zhang, Wei, Cheng, Hongtai, Hao, Lina, Li, Xingchen, Liu, Mingfang, Gao, Xifeng
Format:	Journal Article
Language:	English
Published:	Oxford Elsevier Ltd 01.10.2021 Elsevier BV
Subjects:	Algorithms Decision making Decision-making force Dynamic repulsion field Dynamic stability Flexibility Manipulators Motion stability Obstacle avoidance Robot arms Robot dynamics Robot manipulator Robots Smoothness Decision-making force Dynamic repulsion field Robot manipulator Obstacle avoidance
ISSN:	0736-5845, 1879-2537
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Abstract	Obstacle avoidance is a significant skill not only for mobile robots but also for robot manipulators working in unstructured environments. Various algorithms have been proposed to solve off-line planning and on-line adaption problems. However, it is still not able to ensure safety and flexibility in complex scenarios. In this paper, a novel obstacle avoidance algorithm is proposed to improve the robustness and flexibility. The method contains three components: A closed-loop control system is used to filter the preplanned trajectory and ensure the smoothness and stability of the robot motion; the dynamic repulsion field is adopted to fulfill the robot with primitive obstacle avoidance capability; to mimic human’s complex obstacle avoidance behavior and instant decision-making mechanism, a parametrized decision-making force is introduced to optimize all the feasible motions. The algorithms were implemented in planar and spatial robot manipulators. The comparative results show the robot can not only track the task trajectory smoothly but also avoid obstacles in different configurations. •Decision-making force can prevent the robot from falling into the local minimum.•For the same configuration, DRDF can generate multiple feasible paths.•DRDF’s performance is verified in a simulation and experimental platform.•Compared with DMPSF and DMPDF, the DRDF shows more robustness and smoothness.
AbstractList	Obstacle avoidance is a significant skill not only for mobile robots but also for robot manipulators working in unstructured environments. Various algorithms have been proposed to solve off-line planning and on-line adaption problems. However, it is still not able to ensure safety and flexibility in complex scenarios. In this paper, a novel obstacle avoidance algorithm is proposed to improve the robustness and flexibility. The method contains three components: A closed-loop control system is used to filter the preplanned trajectory and ensure the smoothness and stability of the robot motion; the dynamic repulsion field is adopted to fulfill the robot with primitive obstacle avoidance capability; to mimic human's complex obstacle avoidance behavior and instant decision-making mechanism, a parametrized decision-making force is introduced to optimize all the feasible motions. The algorithms were implemented in planar and spatial robot manipulators. The comparative results show the robot can not only track the task trajectory smoothly but also avoid obstacles in different configurations. Obstacle avoidance is a significant skill not only for mobile robots but also for robot manipulators working in unstructured environments. Various algorithms have been proposed to solve off-line planning and on-line adaption problems. However, it is still not able to ensure safety and flexibility in complex scenarios. In this paper, a novel obstacle avoidance algorithm is proposed to improve the robustness and flexibility. The method contains three components: A closed-loop control system is used to filter the preplanned trajectory and ensure the smoothness and stability of the robot motion; the dynamic repulsion field is adopted to fulfill the robot with primitive obstacle avoidance capability; to mimic human’s complex obstacle avoidance behavior and instant decision-making mechanism, a parametrized decision-making force is introduced to optimize all the feasible motions. The algorithms were implemented in planar and spatial robot manipulators. The comparative results show the robot can not only track the task trajectory smoothly but also avoid obstacles in different configurations. •Decision-making force can prevent the robot from falling into the local minimum.•For the same configuration, DRDF can generate multiple feasible paths.•DRDF’s performance is verified in a simulation and experimental platform.•Compared with DMPSF and DMPDF, the DRDF shows more robustness and smoothness.
ArticleNumber	102114
Author	Cheng, Hongtai Gao, Xifeng Hao, Lina Liu, Mingfang Li, Xingchen Zhang, Wei
Author_xml	– sequence: 1 givenname: Wei surname: Zhang fullname: Zhang, Wei email: 1510086@stu.neu.edu.cn – sequence: 2 givenname: Hongtai surname: Cheng fullname: Cheng, Hongtai email: chenght@me.neu.edu.cn – sequence: 3 givenname: Lina surname: Hao fullname: Hao, Lina email: haolina@me.neu.edu.cn – sequence: 4 givenname: Xingchen surname: Li fullname: Li, Xingchen email: 1810092@stu.neu.edu.cn – sequence: 5 givenname: Mingfang surname: Liu fullname: Liu, Mingfang email: 1710089@stu.neu.edu.cn – sequence: 6 givenname: Xifeng surname: Gao fullname: Gao, Xifeng email: 1610072@stu.neu.edu.cn
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Snippet	Obstacle avoidance is a significant skill not only for mobile robots but also for robot manipulators working in unstructured environments. Various algorithms...
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SubjectTerms	Algorithms Decision making Decision-making force Dynamic repulsion field Dynamic stability Flexibility Manipulators Motion stability Obstacle avoidance Robot arms Robot dynamics Robot manipulator Robots Smoothness
Title	An obstacle avoidance algorithm for robot manipulators based on decision-making force
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