Resistance is Not Futile: Haptic Damping Forces Mitigate Effects of Motor Noise during Reaching

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    Abstract

    Understanding how users adapt their motor behavior to damping forces can improve assistive haptic shared control strategies, for instance in heavy robot-assisted lifting applications. In previous experiments we showed that subjects reaching in constant and position-dependent longitudinal damping fields were able to reduce their movement time and increase end-point accuracy. The movement time versus movement distance and prescribed end-point accuracy agreed with Fitts' Law. However, why subjects were able to have shorter movement time while subjected to impeding damping forces is not explained by Fitts' Law. Based on the minimal variance principle we propose that humans exploit the noise-filtering behavior of constant or position-dependent damping forces. These damping forces attenuate mechanical effects of activation-dependent motor noise. This allows for higher motor activation and shorter movement time without losing end-point accuracy. Consequently, higher allowed motor activation allows for higher accelerations that lead to higher peak velocities, resulting in shorter movement times. Linear and non-linear stochastic optimal feedback control and optimal estimation models with multiplicative noise corroborate measurement data, supporting our hypothesis.

    Original languageEnglish
    Title of host publication 2018 7th IEEE International Conference on Biomedical Robotics and Biomechatronics (Biorob)
    PublisherIEEE Computer Society
    Pages357-363
    Number of pages7
    ISBN (Electronic)978-1-5386-8183-1
    ISBN (Print)978-1-5386-8184-8
    DOIs
    Publication statusPublished - 9 Oct 2018
    Event7th IEEE RAS & EMBS International Conference on Biomedical Robotics and Biomechatronics, BioRob 2018
    : High Tech Human Touch
    - University Campus, Enschede, Netherlands
    Duration: 26 Aug 201829 Aug 2018
    Conference number: 7
    https://www.biorob2018.org/

    Conference

    Conference7th IEEE RAS & EMBS International Conference on Biomedical Robotics and Biomechatronics, BioRob 2018
    Abbreviated titleBioRob
    CountryNetherlands
    CityEnschede
    Period26/08/1829/08/18
    Internet address

    Fingerprint

    Damping
    Chemical activation
    Feedback control
    Robots
    Experiments

    Cite this

    Keemink, A. Q. L., Beckers, N., & Van Der Kooij, H. (2018). Resistance is Not Futile: Haptic Damping Forces Mitigate Effects of Motor Noise during Reaching. In 2018 7th IEEE International Conference on Biomedical Robotics and Biomechatronics (Biorob) (pp. 357-363). [8488061] IEEE Computer Society. https://doi.org/10.1109/BIOROB.2018.8488061
    Keemink, Arvid Q.L. ; Beckers, Niek ; Van Der Kooij, Herman. / Resistance is Not Futile : Haptic Damping Forces Mitigate Effects of Motor Noise during Reaching. 2018 7th IEEE International Conference on Biomedical Robotics and Biomechatronics (Biorob). IEEE Computer Society, 2018. pp. 357-363
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    abstract = "Understanding how users adapt their motor behavior to damping forces can improve assistive haptic shared control strategies, for instance in heavy robot-assisted lifting applications. In previous experiments we showed that subjects reaching in constant and position-dependent longitudinal damping fields were able to reduce their movement time and increase end-point accuracy. The movement time versus movement distance and prescribed end-point accuracy agreed with Fitts' Law. However, why subjects were able to have shorter movement time while subjected to impeding damping forces is not explained by Fitts' Law. Based on the minimal variance principle we propose that humans exploit the noise-filtering behavior of constant or position-dependent damping forces. These damping forces attenuate mechanical effects of activation-dependent motor noise. This allows for higher motor activation and shorter movement time without losing end-point accuracy. Consequently, higher allowed motor activation allows for higher accelerations that lead to higher peak velocities, resulting in shorter movement times. Linear and non-linear stochastic optimal feedback control and optimal estimation models with multiplicative noise corroborate measurement data, supporting our hypothesis.",
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    Keemink, AQL, Beckers, N & Van Der Kooij, H 2018, Resistance is Not Futile: Haptic Damping Forces Mitigate Effects of Motor Noise during Reaching. in 2018 7th IEEE International Conference on Biomedical Robotics and Biomechatronics (Biorob)., 8488061, IEEE Computer Society, pp. 357-363, 7th IEEE RAS & EMBS International Conference on Biomedical Robotics and Biomechatronics, BioRob 2018
    , Enschede, Netherlands, 26/08/18. https://doi.org/10.1109/BIOROB.2018.8488061

    Resistance is Not Futile : Haptic Damping Forces Mitigate Effects of Motor Noise during Reaching. / Keemink, Arvid Q.L.; Beckers, Niek; Van Der Kooij, Herman.

    2018 7th IEEE International Conference on Biomedical Robotics and Biomechatronics (Biorob). IEEE Computer Society, 2018. p. 357-363 8488061.

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

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    AB - Understanding how users adapt their motor behavior to damping forces can improve assistive haptic shared control strategies, for instance in heavy robot-assisted lifting applications. In previous experiments we showed that subjects reaching in constant and position-dependent longitudinal damping fields were able to reduce their movement time and increase end-point accuracy. The movement time versus movement distance and prescribed end-point accuracy agreed with Fitts' Law. However, why subjects were able to have shorter movement time while subjected to impeding damping forces is not explained by Fitts' Law. Based on the minimal variance principle we propose that humans exploit the noise-filtering behavior of constant or position-dependent damping forces. These damping forces attenuate mechanical effects of activation-dependent motor noise. This allows for higher motor activation and shorter movement time without losing end-point accuracy. Consequently, higher allowed motor activation allows for higher accelerations that lead to higher peak velocities, resulting in shorter movement times. Linear and non-linear stochastic optimal feedback control and optimal estimation models with multiplicative noise corroborate measurement data, supporting our hypothesis.

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    Keemink AQL, Beckers N, Van Der Kooij H. Resistance is Not Futile: Haptic Damping Forces Mitigate Effects of Motor Noise during Reaching. In 2018 7th IEEE International Conference on Biomedical Robotics and Biomechatronics (Biorob). IEEE Computer Society. 2018. p. 357-363. 8488061 https://doi.org/10.1109/BIOROB.2018.8488061