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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Main Authors: Shi, Kaige, Hu, Guoqiang
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2024
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Online Access:https://hdl.handle.net/10356/173303
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Institution: Nanyang Technological University
Language: English
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spelling 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.
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Electrical and electronic engineering
Control Barrier Function
Quadratic Program
spellingShingle 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
description 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.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Shi, Kaige
Hu, Guoqiang
format Article
author Shi, Kaige
Hu, Guoqiang
author_sort 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
publishDate 2024
url https://hdl.handle.net/10356/173303
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