Literature DB >> 33653141

Perspective on musculoskeletal modelling and predictive simulations of human movement to assess the neuromechanics of gait.

Friedl De Groote1, Antoine Falisse1,2.   

Abstract

Locomotion results from complex interactions between the central nervous system and the musculoskeletal system with its many degrees of freedom and muscles. Gaining insight into how the properties of each subsystem shape human gait is challenging as experimental methods to manipulate and assess isolated subsystems are limited. Simulations that predict movement patterns based on a mathematical model of the neuro-musculoskeletal system without relying on experimental data can reveal principles of locomotion by elucidating cause-effect relationships. New computational approaches have enabled the use of such predictive simulations with complex neuro-musculoskeletal models. Here, we review recent advances in predictive simulations of human movement and how those simulations have been used to deepen our knowledge about the neuromechanics of gait. In addition, we give a perspective on challenges towards using predictive simulations to gain new fundamental insight into motor control of gait, and to help design personalized treatments in patients with neurological disorders and assistive devices that improve gait performance. Such applications will require more detailed neuro-musculoskeletal models and simulation approaches that take uncertainty into account, tools to efficiently personalize those models, and validation studies to demonstrate the ability of simulations to predict gait in novel circumstances.

Entities:  

Keywords:  locomotion; optimal control; trajectory optimization

Mesh:

Year:  2021        PMID: 33653141      PMCID: PMC7935082          DOI: 10.1098/rspb.2020.2432

Source DB:  PubMed          Journal:  Proc Biol Sci        ISSN: 0962-8452            Impact factor:   5.349


  60 in total

1.  Accuracy of muscle moment arms estimated from MRI-based musculoskeletal models of the lower extremity.

Authors:  A S Arnold; S Salinas; D J Asakawa; S L Delp
Journal:  Comput Aided Surg       Date:  2000

2.  A movement criterion for running.

Authors:  Andre Seyfarth; Hartmut Geyer; Michael Günther; Reinhard Blickhan
Journal:  J Biomech       Date:  2002-05       Impact factor: 2.712

3.  Evaluation of the minimum energy hypothesis and other potential optimality criteria for human running.

Authors:  Ross H Miller; Brian R Umberger; Joseph Hamill; Graham E Caldwell
Journal:  Proc Biol Sci       Date:  2011-11-09       Impact factor: 5.349

4.  Computer simulation of stepping in the hind legs of the cat: an examination of mechanisms regulating the stance-to-swing transition.

Authors:  Orjan Ekeberg; Keir Pearson
Journal:  J Neurophysiol       Date:  2005-07-27       Impact factor: 2.714

5.  Speed adaptation in a powered transtibial prosthesis controlled with a neuromuscular model.

Authors:  Jared Markowitz; Pavitra Krishnaswamy; Michael F Eilenberg; Ken Endo; Chris Barnhart; Hugh Herr
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2011-05-27       Impact factor: 6.237

6.  Optimizing Locomotion Controllers Using Biologically-Based Actuators and Objectives.

Authors:  Jack M Wang; Samuel R Hamner; Scott L Delp; Vladlen Koltun
Journal:  ACM Trans Graph       Date:  2012-07       Impact factor: 5.414

7.  A model of the neuro-musculo-skeletal system for human locomotion. II Real-time adaptability under various constraints.

Authors:  G Taga
Journal:  Biol Cybern       Date:  1995-07       Impact factor: 2.086

8.  Rapid predictive simulations with complex musculoskeletal models suggest that diverse healthy and pathological human gaits can emerge from similar control strategies.

Authors:  Antoine Falisse; Gil Serrancolí; Christopher L Dembia; Joris Gillis; Ilse Jonkers; Friedl De Groote
Journal:  J R Soc Interface       Date:  2019-08-21       Impact factor: 4.118

9.  The contribution of a central pattern generator in a reflex-based neuromuscular model.

Authors:  Florin Dzeladini; Jesse van den Kieboom; Auke Ijspeert
Journal:  Front Hum Neurosci       Date:  2014-06-26       Impact factor: 3.169

10.  OpenSim: Simulating musculoskeletal dynamics and neuromuscular control to study human and animal movement.

Authors:  Ajay Seth; Jennifer L Hicks; Thomas K Uchida; Ayman Habib; Christopher L Dembia; James J Dunne; Carmichael F Ong; Matthew S DeMers; Apoorva Rajagopal; Matthew Millard; Samuel R Hamner; Edith M Arnold; Jennifer R Yong; Shrinidhi K Lakshmikanth; Michael A Sherman; Joy P Ku; Scott L Delp
Journal:  PLoS Comput Biol       Date:  2018-07-26       Impact factor: 4.475

View more
  12 in total

1.  Modeling toes contributes to realistic stance knee mechanics in three-dimensional predictive simulations of walking.

Authors:  Antoine Falisse; Maarten Afschrift; Friedl De Groote
Journal:  PLoS One       Date:  2022-01-25       Impact factor: 3.240

2.  Global entrainment in the brain-body-environment: retrospective and prospective views.

Authors:  Gentaro Taga
Journal:  Biol Cybern       Date:  2021-10-11       Impact factor: 2.086

3.  Comparison of kinematic parameters of children gait obtained by inverse and direct models.

Authors:  Jurgita Ziziene; Kristina Daunoraviciene; Giedre Juskeniene; Juozas Raistenskis
Journal:  PLoS One       Date:  2022-06-24       Impact factor: 3.752

Review 4.  Deep reinforcement learning for modeling human locomotion control in neuromechanical simulation.

Authors:  Seungmoon Song; Łukasz Kidziński; Xue Bin Peng; Carmichael Ong; Jennifer Hicks; Sergey Levine; Christopher G Atkeson; Scott L Delp
Journal:  J Neuroeng Rehabil       Date:  2021-08-16       Impact factor: 4.262

5.  Adaptation Strategies for Personalized Gait Neuroprosthetics.

Authors:  Anne D Koelewijn; Musa Audu; Antonio J Del-Ama; Annalisa Colucci; Josep M Font-Llagunes; Antonio Gogeascoechea; Sandra K Hnat; Nathan Makowski; Juan C Moreno; Mark Nandor; Roger Quinn; Marc Reichenbach; Ryan-David Reyes; Massimo Sartori; Surjo Soekadar; Ronald J Triolo; Mareike Vermehren; Christian Wenger; Utku S Yavuz; Dietmar Fey; Philipp Beckerle
Journal:  Front Neurorobot       Date:  2021-12-16       Impact factor: 2.650

6.  Harnessing Energy of a Treadmill for Push-Off Assistance During Walking: In-Silico Feasibility Study.

Authors:  Matej Tomc; Zlatko Matjačić
Journal:  Front Bioeng Biotechnol       Date:  2022-02-16

7.  Evaluation of Optimal Control Approaches for Predicting Active Knee-Ankle-Foot-Orthosis Motion for Individuals With Spinal Cord Injury.

Authors:  Míriam Febrer-Nafría; Benjamin J Fregly; Josep M Font-Llagunes
Journal:  Front Neurorobot       Date:  2022-01-24       Impact factor: 2.650

8.  Altered Muscle Contributions are Required to Support the Stance Limb During Voluntary Toe-Walking.

Authors:  Enrico De Pieri; Jacqueline Romkes; Christian Wyss; Reinald Brunner; Elke Viehweger
Journal:  Front Bioeng Biotechnol       Date:  2022-04-11

9.  Stability and manoeuvrability in animal movement: lessons from biology, modelling and robotics.

Authors:  Andrew A Biewener; Richard J Bomphrey; Monica A Daley; Auke J Ijspeert
Journal:  Proc Biol Sci       Date:  2022-01-19       Impact factor: 5.349

10.  Predictive simulation of post-stroke gait with functional electrical stimulation.

Authors:  Gilmar F Santos; Eike Jakubowitz; Nicolas Pronost; Thomas Bonis; Christof Hurschler
Journal:  Sci Rep       Date:  2021-11-01       Impact factor: 4.379

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.