Safety-guaranteed and task-consistent human-robot interaction using high-order time-varying control barrier functions and quadratic programs
Close human-robot interaction enables the combination of complementary abilities of humans and robots, thereby promoting efficient manufacturing. Human safety is an important aspect of human-robot interaction. To this end, the robot executes an evasive motion for collision avoidance when the human a...
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sg-ntu-dr.10356-1733032024-01-24T01:29:13Z Safety-guaranteed and task-consistent human-robot interaction using high-order time-varying control barrier functions and quadratic programs Shi, Kaige Hu, Guoqiang School of Electrical and Electronic Engineering Engineering::Electrical and electronic engineering Control Barrier Function Quadratic Program Close human-robot interaction enables the combination of complementary abilities of humans and robots, thereby promoting efficient manufacturing. Human safety is an important aspect of human-robot interaction. To this end, the robot executes an evasive motion for collision avoidance when the human approaches. However, the evasive motion may be inconsistent with the robot's task resulting in unresumable task failure. In this letter, a control framework is proposed to achieve guaranteed human safety and hierarchical task consistency. First, the high-order time-varying control barrier function (HO-TV-CBF) is proposed to keep a safe distance between human and robot, thereby guaranteeing human safety. Next, to achieve hierarchical task consistency, a hard constraint and a soft constraint are defined systematically. The hard constraint ensures primary task consistency that keeps the task resumable, while the soft constraint together with the hard constraint ensures full task consistency. Finally, two quadratic programs (QPs) are employed to coordinate different control objectives, i.e., human safety and primary task consistency are always guaranteed while full task consistency is ensured whenever possible. Experiments are conducted to validate the proposed control framework with comparisons to existing methods. National Research Foundation (NRF) This work was supported by the National Research Foundation, Singapore through its Medium Sized Center for Advanced Robotics Technology Innovation. 2024-01-24T01:29:13Z 2024-01-24T01:29:13Z 2024 Journal Article Shi, K. & Hu, G. (2024). Safety-guaranteed and task-consistent human-robot interaction using high-order time-varying control barrier functions and quadratic programs. IEEE Robotics and Automation Letters, 9(1), 547-554. https://dx.doi.org/10.1109/LRA.2023.3333166 2377-3766 https://hdl.handle.net/10356/173303 10.1109/LRA.2023.3333166 2-s2.0-85177030948 1 9 547 554 en IEEE Robotics and Automation Letters © 2023 IEEE. All rights reserved. |
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Engineering::Electrical and electronic engineering Control Barrier Function Quadratic Program Shi, Kaige Hu, Guoqiang Safety-guaranteed and task-consistent human-robot interaction using high-order time-varying control barrier functions and quadratic programs |
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Close human-robot interaction enables the combination of complementary abilities of humans and robots, thereby promoting efficient manufacturing. Human safety is an important aspect of human-robot interaction. To this end, the robot executes an evasive motion for collision avoidance when the human approaches. However, the evasive motion may be inconsistent with the robot's task resulting in unresumable task failure. In this letter, a control framework is proposed to achieve guaranteed human safety and hierarchical task consistency. First, the high-order time-varying control barrier function (HO-TV-CBF) is proposed to keep a safe distance between human and robot, thereby guaranteeing human safety. Next, to achieve hierarchical task consistency, a hard constraint and a soft constraint are defined systematically. The hard constraint ensures primary task consistency that keeps the task resumable, while the soft constraint together with the hard constraint ensures full task consistency. Finally, two quadratic programs (QPs) are employed to coordinate different control objectives, i.e., human safety and primary task consistency are always guaranteed while full task consistency is ensured whenever possible. Experiments are conducted to validate the proposed control framework with comparisons to existing methods. |
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School of Electrical and Electronic Engineering |
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School of Electrical and Electronic Engineering Shi, Kaige Hu, Guoqiang |
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Article |
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Shi, Kaige Hu, Guoqiang |
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Shi, Kaige |
title |
Safety-guaranteed and task-consistent human-robot interaction using high-order time-varying control barrier functions and quadratic programs |
title_short |
Safety-guaranteed and task-consistent human-robot interaction using high-order time-varying control barrier functions and quadratic programs |
title_full |
Safety-guaranteed and task-consistent human-robot interaction using high-order time-varying control barrier functions and quadratic programs |
title_fullStr |
Safety-guaranteed and task-consistent human-robot interaction using high-order time-varying control barrier functions and quadratic programs |
title_full_unstemmed |
Safety-guaranteed and task-consistent human-robot interaction using high-order time-varying control barrier functions and quadratic programs |
title_sort |
safety-guaranteed and task-consistent human-robot interaction using high-order time-varying control barrier functions and quadratic programs |
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2024 |
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https://hdl.handle.net/10356/173303 |
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1789483129147228160 |