Adaptive Motor Control for Human-like Spatial-temporal Adaptation

Publikation: Bidrag til bog/antologi/rapport/konference-proceedingKonferencebidrag i proceedingsForskningpeer review

Resumé

Human arms can produce stable and variable compliant joint motions to achieve tasks in various spatial tasks and temporal scales. To emulate such motions we propose an adaptive motor controller (AMC) allowing for spatial-temporal adaptation of human-like motor control. The AMC is a biomimetic controller consisting of online force and impedance (i.e., stiffness and damping) adaptation to different tasks and unknown arm dynamics. As a result, the AMC can produce more accurate and stable human-like reaching and tracking behaviors, compared to conventional controllers. Moreover, the reproduced spatial-temporal adaptation is comparable to that found in the experiments of human motor control. The proposed AMC may pave a novel and simple way forward to understanding and solving inverse dynamics and variable impedance control in robotics and biomechanics.

OriginalsprogEngelsk
Titel2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018
ForlagIEEE
Publikationsdatomar. 2019
Sider2107-2112
ISBN (Elektronisk)9781728103761
DOI
StatusUdgivet - mar. 2019
Begivenhed2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018 - Kuala Lumpur, Malaysia
Varighed: 12. dec. 201815. dec. 2018

Konference

Konference2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018
LandMalaysia
ByKuala Lumpur
Periode12/12/201815/12/2018
Sponsoret al., Guangdong University of Technology, Guangzhou University, IEEE, IEEE Robotics and Automation Society (RAS), Shenzhen Han's Robot Co., Ltd.

Fingeraftryk

Controllers
Biomechanics
Biomimetics
Robotics
Damping
Stiffness
Experiments

Citer dette

Xiong, X., & Manoonpong, P. (2019). Adaptive Motor Control for Human-like Spatial-temporal Adaptation. I 2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018 (s. 2107-2112). IEEE. https://doi.org/10.1109/ROBIO.2018.8665222
Xiong, Xiaofeng ; Manoonpong, Poramate. / Adaptive Motor Control for Human-like Spatial-temporal Adaptation. 2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018. IEEE, 2019. s. 2107-2112
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title = "Adaptive Motor Control for Human-like Spatial-temporal Adaptation",
abstract = "Human arms can produce stable and variable compliant joint motions to achieve tasks in various spatial tasks and temporal scales. To emulate such motions we propose an adaptive motor controller (AMC) allowing for spatial-temporal adaptation of human-like motor control. The AMC is a biomimetic controller consisting of online force and impedance (i.e., stiffness and damping) adaptation to different tasks and unknown arm dynamics. As a result, the AMC can produce more accurate and stable human-like reaching and tracking behaviors, compared to conventional controllers. Moreover, the reproduced spatial-temporal adaptation is comparable to that found in the experiments of human motor control. The proposed AMC may pave a novel and simple way forward to understanding and solving inverse dynamics and variable impedance control in robotics and biomechanics.",
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Xiong, X & Manoonpong, P 2019, Adaptive Motor Control for Human-like Spatial-temporal Adaptation. i 2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018. IEEE, s. 2107-2112, 2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018, Kuala Lumpur, Malaysia, 12/12/2018. https://doi.org/10.1109/ROBIO.2018.8665222

Adaptive Motor Control for Human-like Spatial-temporal Adaptation. / Xiong, Xiaofeng; Manoonpong, Poramate.

2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018. IEEE, 2019. s. 2107-2112.

Publikation: Bidrag til bog/antologi/rapport/konference-proceedingKonferencebidrag i proceedingsForskningpeer review

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AB - Human arms can produce stable and variable compliant joint motions to achieve tasks in various spatial tasks and temporal scales. To emulate such motions we propose an adaptive motor controller (AMC) allowing for spatial-temporal adaptation of human-like motor control. The AMC is a biomimetic controller consisting of online force and impedance (i.e., stiffness and damping) adaptation to different tasks and unknown arm dynamics. As a result, the AMC can produce more accurate and stable human-like reaching and tracking behaviors, compared to conventional controllers. Moreover, the reproduced spatial-temporal adaptation is comparable to that found in the experiments of human motor control. The proposed AMC may pave a novel and simple way forward to understanding and solving inverse dynamics and variable impedance control in robotics and biomechanics.

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Xiong X, Manoonpong P. Adaptive Motor Control for Human-like Spatial-temporal Adaptation. I 2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018. IEEE. 2019. s. 2107-2112 https://doi.org/10.1109/ROBIO.2018.8665222