An extended passive motion paradigm for human-like posture and movement planning in redundant manipulators

A major challenge in robotics and computational neuroscience is relative to the posture/movement problem in presence of kinematic redundancy. We recently addressed this issue using a principled approach which, in conjunction with nonlinear inverse optimization, allowed capturing postural strategies...

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Main Authors: Tommasino, Paolo, Campolo, Domenico
Other Authors: School of Mechanical and Aerospace Engineering
Format: Article
Language:English
Published: 2018
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Online Access:https://hdl.handle.net/10356/85170
http://hdl.handle.net/10220/45138
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-851702023-03-04T17:14:36Z An extended passive motion paradigm for human-like posture and movement planning in redundant manipulators Tommasino, Paolo Campolo, Domenico School of Mechanical and Aerospace Engineering Robotics Research Centre Kinematic Redundancy Postural Synergies A major challenge in robotics and computational neuroscience is relative to the posture/movement problem in presence of kinematic redundancy. We recently addressed this issue using a principled approach which, in conjunction with nonlinear inverse optimization, allowed capturing postural strategies such as Donders' law. In this work, after presenting this general model specifying it as an extension of the Passive Motion Paradigm, we show how, once fitted to capture experimental postural strategies, the model is actually able to also predict movements. More specifically, the passive motion paradigm embeds two main intrinsic components: joint damping and joint stiffness. In previous work we showed that joint stiffness is responsible for static postures and, in this sense, its parameters are regressed to fit to experimental postural strategies. Here, we show how joint damping, in particular its anisotropy, directly affects task-space movements. Rather than using damping parameters to fit a posteriori task-space motions, we make the a priori hypothesis that damping is proportional to stiffness. This remarkably allows a postural-fitted model to also capture dynamic performance such as curvature and hysteresis of task-space trajectories during wrist pointing tasks, confirming and extending previous findings in literature. ASTAR (Agency for Sci., Tech. and Research, S’pore) NMRC (Natl Medical Research Council, S’pore) MOH (Min. of Health, S’pore) Published version 2018-07-19T07:30:43Z 2019-12-06T15:58:38Z 2018-07-19T07:30:43Z 2019-12-06T15:58:38Z 2017 Journal Article Tommasino, P., & Campolo, D. (2017). An extended passive motion paradigm for human-like posture and movement planning in redundant manipulators, 11, 65-. https://hdl.handle.net/10356/85170 http://hdl.handle.net/10220/45138 10.3389/fnbot.2017.00065 en Frontiers in Neurorobotics © 2017 Tommasino and Campolo. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. 17 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Kinematic Redundancy
Postural Synergies
spellingShingle Kinematic Redundancy
Postural Synergies
Tommasino, Paolo
Campolo, Domenico
An extended passive motion paradigm for human-like posture and movement planning in redundant manipulators
description A major challenge in robotics and computational neuroscience is relative to the posture/movement problem in presence of kinematic redundancy. We recently addressed this issue using a principled approach which, in conjunction with nonlinear inverse optimization, allowed capturing postural strategies such as Donders' law. In this work, after presenting this general model specifying it as an extension of the Passive Motion Paradigm, we show how, once fitted to capture experimental postural strategies, the model is actually able to also predict movements. More specifically, the passive motion paradigm embeds two main intrinsic components: joint damping and joint stiffness. In previous work we showed that joint stiffness is responsible for static postures and, in this sense, its parameters are regressed to fit to experimental postural strategies. Here, we show how joint damping, in particular its anisotropy, directly affects task-space movements. Rather than using damping parameters to fit a posteriori task-space motions, we make the a priori hypothesis that damping is proportional to stiffness. This remarkably allows a postural-fitted model to also capture dynamic performance such as curvature and hysteresis of task-space trajectories during wrist pointing tasks, confirming and extending previous findings in literature.
author2 School of Mechanical and Aerospace Engineering
author_facet School of Mechanical and Aerospace Engineering
Tommasino, Paolo
Campolo, Domenico
format Article
author Tommasino, Paolo
Campolo, Domenico
author_sort Tommasino, Paolo
title An extended passive motion paradigm for human-like posture and movement planning in redundant manipulators
title_short An extended passive motion paradigm for human-like posture and movement planning in redundant manipulators
title_full An extended passive motion paradigm for human-like posture and movement planning in redundant manipulators
title_fullStr An extended passive motion paradigm for human-like posture and movement planning in redundant manipulators
title_full_unstemmed An extended passive motion paradigm for human-like posture and movement planning in redundant manipulators
title_sort extended passive motion paradigm for human-like posture and movement planning in redundant manipulators
publishDate 2018
url https://hdl.handle.net/10356/85170
http://hdl.handle.net/10220/45138
_version_ 1759852921674006528