Literature DB >> 19380738

Simplified and effective motor control based on muscle synergies to exploit musculoskeletal dynamics.

Max Berniker1, Anthony Jarc, Emilio Bizzi, Matthew C Tresch.   

Abstract

The basic hypothesis of producing a range of behaviors using a small set of motor commands has been proposed in various forms to explain motor behaviors ranging from basic reflexes to complex voluntary movements. Yet many fundamental questions regarding this long-standing hypothesis remain unanswered. Indeed, given the prominent nonlinearities and high dimensionality inherent in the control of biological limbs, the basic feasibility of a low-dimensional controller and an underlying principle for its creation has remained elusive. We propose a principle for the design of such a controller, that it endeavors to control the natural dynamics of the limb, taking into account the nature of the task being performed. Using this principle, we obtained a low-dimensional model of the hindlimb and a set of muscle synergies to command it. We demonstrate that this set of synergies was capable of producing effective control, establishing the viability of this muscle synergy hypothesis. Finally, by combining the low-dimensional model and the muscle synergies we were able to build a relatively simple controller whose overall performance was close to that of the system's full-dimensional nonlinear controller. Taken together, the results of this study establish that a low-dimensional controller is capable of simplifying control without degrading performance.

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Year:  2009        PMID: 19380738      PMCID: PMC2678607          DOI: 10.1073/pnas.0901512106

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  34 in total

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Authors:  R D Beer; H J Chiel; J C Gallagher
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2.  Human arm movements described by a low-dimensional superposition of principal components.

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Journal:  J Neurosci       Date:  2000-02-01       Impact factor: 6.167

3.  Optimal feedback control as a theory of motor coordination.

Authors:  Emanuel Todorov; Michael I Jordan
Journal:  Nat Neurosci       Date:  2002-11       Impact factor: 24.884

4.  Neuromotor synergies as a basis for coordinated intentional action.

Authors:  W A Lee
Journal:  J Mot Behav       Date:  1984-06       Impact factor: 1.328

5.  Modular premotor drives and unit bursts as primitives for frog motor behaviors.

Authors:  Corey B Hart; Simon F Giszter
Journal:  J Neurosci       Date:  2004-06-02       Impact factor: 6.167

6.  Coordinating movement at two joints: a principle of linear covariance.

Authors:  G L Gottlieb; Q Song; D A Hong; G L Almeida; D Corcos
Journal:  J Neurophysiol       Date:  1996-04       Impact factor: 2.714

7.  Quantization of continuous arm movements in humans with brain injury.

Authors:  H I Krebs; M L Aisen; B T Volpe; N Hogan
Journal:  Proc Natl Acad Sci U S A       Date:  1999-04-13       Impact factor: 11.205

8.  Muscular and postural synergies of the human hand.

Authors:  Erica J Weiss; Martha Flanders
Journal:  J Neurophysiol       Date:  2004-02-18       Impact factor: 2.714

9.  Hierarchical Feedback and Learning for Multi-joint Arm Movement Control.

Authors:  Weiwei Li; Emanuel Todorov; Xiuchuan Pan
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2005

Review 10.  Templates and anchors: neuromechanical hypotheses of legged locomotion on land.

Authors:  R J Full; D E Koditschek
Journal:  J Exp Biol       Date:  1999-12       Impact factor: 3.312

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  61 in total

1.  Passive motion paradigm: an alternative to optimal control.

Authors:  Vishwanathan Mohan; Pietro Morasso
Journal:  Front Neurorobot       Date:  2011-12-27       Impact factor: 2.650

2.  Task-level feedback can explain temporal recruitment of spatially fixed muscle synergies throughout postural perturbations.

Authors:  Seyed A Safavynia; Lena H Ting
Journal:  J Neurophysiol       Date:  2011-09-28       Impact factor: 2.714

3.  Muscle coordination is habitual rather than optimal.

Authors:  Aymar de Rugy; Gerald E Loeb; Timothy J Carroll
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Review 4.  Complex Adaptive Behavior and Dexterous Action.

Authors:  Steven J Harrison; Nicholas Stergiou
Journal:  Nonlinear Dynamics Psychol Life Sci       Date:  2015-10

5.  Motor primitives are determined in early development and are then robustly conserved into adulthood.

Authors:  Qi Yang; David Logan; Simon F Giszter
Journal:  Proc Natl Acad Sci U S A       Date:  2019-05-28       Impact factor: 11.205

6.  A simple experimentally based model using proprioceptive regulation of motor primitives captures adjusted trajectory formation in spinal frogs.

Authors:  William J Kargo; Arun Ramakrishnan; Corey B Hart; Lawrence C Rome; Simon F Giszter
Journal:  J Neurophysiol       Date:  2009-08-05       Impact factor: 2.714

7.  Speech function of the oropharyngeal isthmus: A modeling study.

Authors:  Bryan Gick; Peter Anderson; Hui Chen; Chenhao Chiu; Ho Beom Kwon; Ian Stavness; Ling Tsou; Sidney Fels
Journal:  Comput Methods Biomech Biomed Eng Imaging Vis       Date:  2014

8.  Merging of healthy motor modules predicts reduced locomotor performance and muscle coordination complexity post-stroke.

Authors:  David J Clark; Lena H Ting; Felix E Zajac; Richard R Neptune; Steven A Kautz
Journal:  J Neurophysiol       Date:  2009-12-09       Impact factor: 2.714

Review 9.  Motor primitives and synergies in the spinal cord and after injury--the current state of play.

Authors:  Simon F Giszter; Corey B Hart
Journal:  Ann N Y Acad Sci       Date:  2013-03       Impact factor: 5.691

Review 10.  Spinal cord modularity: evolution, development, and optimization and the possible relevance to low back pain in man.

Authors:  Simon F Giszter; Corey B Hart; Sheri P Silfies
Journal:  Exp Brain Res       Date:  2009-10-09       Impact factor: 1.972

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