Pattern recognition and characterization of upper limb neuromuscular dynamics during driver-vehicle interactions

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dc.contributor.authorXing, Yang
dc.contributor.authorLv, Chen
dc.contributor.authorZhao, Yifan
dc.contributor.authorLiu, Yahui
dc.contributor.authorCao, Dongpu
dc.contributor.authorKawahara, Sadahiro
dc.date.accessioned2020-09-21T13:00:00Z
dc.date.available2020-09-21T13:00:00Z
dc.date.issued2020-09-07
dc.description.abstractIn this work, pattern recognition and characterization of the neuromuscular dynamics of driver upper limb during naturalistic driving were studied. During the human-in-the-loop experiments, two steering tasks, namely, the passive and active steering tasks, were instructed to be completed by the subjects. Furthermore, subjects manipulated the steering wheel with two distinct postures and six different hand positions. The neuromuscular dynamics of subjects' upper limb were measured using electromyogram signals, and the behavioral data, including the steering torque and steering angle, were also collected. Based on the experimental data, patterns of muscle activities during naturalistic driving were investigated. The correlations, amplitudes, and responsiveness of the electromyogram signals, as well as the smoothness and regularity of the steering torque were discussed. The results reveal the mechanisms of neuromuscular dynamics of driver upper limb and provide a theoretical foundation for the design of the future human-machine interface for automated vehicles.en_UK
dc.identifier.citationXing Y, Lv C, Zhao Y, et al., (2020) Pattern recognition and characterization of upper limb neuromuscular dynamics during driver-vehicle interactions. iScience, Volume 23, Issue 9, September 2020, Article number 101541en_UK
dc.identifier.issn2589-0042
dc.identifier.urihttps://doi.org/10.1016/j.isci.2020.101541
dc.identifier.urihttps://dspace.lib.cranfield.ac.uk/handle/1826/15814
dc.language.isoenen_UK
dc.publisherElsevieren_UK
dc.rightsAttribution 4.0 International*
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/*
dc.subjectKinesiologyen_UK
dc.subjectHuman-Centereden_UK
dc.subjectComputingen_UK
dc.subjectHuman-Computer Interactionen_UK
dc.subjectInteraction Designen_UK
dc.titlePattern recognition and characterization of upper limb neuromuscular dynamics during driver-vehicle interactionsen_UK
dc.typeArticleen_UK

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