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Unvealing the Principal Modes of Human Upper Limb Movements through Functional Analysis

Authors: Giuseppe Averta; Giuseppe Averta; Cosimo Della Santina; Edoardo Battaglia; Federica Felici; Matteo Bianchi; Matteo Bianchi; +2 Authors

Unvealing the Principal Modes of Human Upper Limb Movements through Functional Analysis

Abstract

The rich variety of human upper limb movements requires an extraordinary coordination of different joints according to specific spatio-temporal patterns. However, unvealing these motor schemes is a challenging task. Principal components have been often used for analogous purposes, but such an approach relies on hypothesis of temporal uncorrelation of upper limb poses in time. To overcome these limitations, in this work, we leverage on functional principal component analysis (fPCA). We carried out experiments with 7 subjects performing a set of most significant human actions, selected considering state-of-the-art grasp taxonomies and human kinematic workspace. fPCA results show that human upper limb trajectories can be reconstructed by a linear combination of few principal time-dependent functions, with a first component alone explaining around 60/70% of the observed behaviors. This allows to infer that in daily living activities humans reduce the complexity of movement by modulating their motions through a reduced set of few principal patterns. Finally, we discuss how this approach could be profitably applied in robotics and bioengineering, opening fascinating perspectives to advance the state of the art of artificial systems, as it was the case of hand synergies.

Country
Italy
Keywords

Daily living activities; Functional analysis; Human-inspired robotics; Motor control; Upper limb kinematics, Robotics and AI, upper limb kinematics, motor control, daily living activities, functional analysis, human-inspired robotics, QA75.5-76.95, functional analysis, upper limb kinematics, Electronic computers. Computer science, motor control, TJ1-1570, Mechanical engineering and machinery, daily living activities, human-inspired robotics

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
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45
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5
3
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