Neuromechanical Model of Rat Hindlimb Walking with Two-Layer CPGs

This work demonstrates a neuromechanical model of rat hindlimb locomotionundergoing nominal walking with perturbations. In the animal, two types of responses toperturbations are observed: resetting and non-resetting deletions. This suggests that the animallocomotor system contains a memory-like orga...

Full description

Bibliographic Details
Main Authors: Kaiyu Deng, Nicholas S. Szczecinski, Dirk Arnold, Emanuel Andrada, Martin S. Fischer, Roger D. Quinn, Alexander J. Hunt
Format: Article
Language:English
Published: MDPI AG 2019-03-01
Series:Biomimetics
Subjects:
Online Access:http://www.mdpi.com/2313-7673/4/1/21
_version_ 1819229610277076992
author Kaiyu Deng
Nicholas S. Szczecinski
Dirk Arnold
Emanuel Andrada
Martin S. Fischer
Roger D. Quinn
Alexander J. Hunt
author_facet Kaiyu Deng
Nicholas S. Szczecinski
Dirk Arnold
Emanuel Andrada
Martin S. Fischer
Roger D. Quinn
Alexander J. Hunt
author_sort Kaiyu Deng
collection DOAJ
description This work demonstrates a neuromechanical model of rat hindlimb locomotionundergoing nominal walking with perturbations. In the animal, two types of responses toperturbations are observed: resetting and non-resetting deletions. This suggests that the animallocomotor system contains a memory-like organization. To model this phenomenon, we built asynthetic nervous system that uses separate rhythm generator and pattern formation layers toactivate antagonistic muscle pairs about each joint in the sagittal plane. Our model replicates theresetting and non-resetting deletions observed in the animal. In addition, in the intact (i.e., fullyafferented) rat walking simulation, we observe slower recovery after perturbation, which isdifferent from the deafferented animal experiment. These results demonstrate that our model is abiologically feasible description of some of the neural circuits in the mammalian spinal cord thatcontrol locomotion, and the difference between our simulation and fictive motion shows theimportance of sensory feedback on motor output. This model also demonstrates how the patternformation network can activate muscle synergies in a coordinated way to produce stable walking,which motivates the use of more complex synergies activating more muscles in the legs for threedimensionallimb motion.
first_indexed 2024-12-23T11:15:54Z
format Article
id doaj.art-0ec1337c94fb451bbb2604b6998fcd8e
institution Directory Open Access Journal
issn 2313-7673
language English
last_indexed 2024-12-23T11:15:54Z
publishDate 2019-03-01
publisher MDPI AG
record_format Article
series Biomimetics
spelling doaj.art-0ec1337c94fb451bbb2604b6998fcd8e2022-12-21T17:49:13ZengMDPI AGBiomimetics2313-76732019-03-01412110.3390/biomimetics4010021biomimetics4010021Neuromechanical Model of Rat Hindlimb Walking with Two-Layer CPGsKaiyu Deng0Nicholas S. Szczecinski1Dirk Arnold2Emanuel Andrada3Martin S. Fischer4Roger D. Quinn5Alexander J. Hunt6Department of Mechanical and Aerospace Engineering, Case Western Reserve University, Cleveland, OH 44106, USADepartment of Mechanical and Aerospace Engineering, Case Western Reserve University, Cleveland, OH 44106, USAInstitute of Zoology and Evolutionary Research, Friedrich-Schiller University Jena, Erbertstr. 1, 07743 Jena, GermanyInstitute of Zoology and Evolutionary Research, Friedrich-Schiller University Jena, Erbertstr. 1, 07743 Jena, GermanyInstitute of Zoology and Evolutionary Research, Friedrich-Schiller University Jena, Erbertstr. 1, 07743 Jena, GermanyDepartment of Mechanical and Aerospace Engineering, Case Western Reserve University, Cleveland, OH 44106, USADepartment of Mechanical and Materials Engineering, Portland State University, Portland, OR 97207, USAThis work demonstrates a neuromechanical model of rat hindlimb locomotionundergoing nominal walking with perturbations. In the animal, two types of responses toperturbations are observed: resetting and non-resetting deletions. This suggests that the animallocomotor system contains a memory-like organization. To model this phenomenon, we built asynthetic nervous system that uses separate rhythm generator and pattern formation layers toactivate antagonistic muscle pairs about each joint in the sagittal plane. Our model replicates theresetting and non-resetting deletions observed in the animal. In addition, in the intact (i.e., fullyafferented) rat walking simulation, we observe slower recovery after perturbation, which isdifferent from the deafferented animal experiment. These results demonstrate that our model is abiologically feasible description of some of the neural circuits in the mammalian spinal cord thatcontrol locomotion, and the difference between our simulation and fictive motion shows theimportance of sensory feedback on motor output. This model also demonstrates how the patternformation network can activate muscle synergies in a coordinated way to produce stable walking,which motivates the use of more complex synergies activating more muscles in the legs for threedimensionallimb motion.http://www.mdpi.com/2313-7673/4/1/21synthetic nervous systemratrhythm generatorpattern formationmuscle synergies
spellingShingle Kaiyu Deng
Nicholas S. Szczecinski
Dirk Arnold
Emanuel Andrada
Martin S. Fischer
Roger D. Quinn
Alexander J. Hunt
Neuromechanical Model of Rat Hindlimb Walking with Two-Layer CPGs
Biomimetics
synthetic nervous system
rat
rhythm generator
pattern formation
muscle synergies
title Neuromechanical Model of Rat Hindlimb Walking with Two-Layer CPGs
title_full Neuromechanical Model of Rat Hindlimb Walking with Two-Layer CPGs
title_fullStr Neuromechanical Model of Rat Hindlimb Walking with Two-Layer CPGs
title_full_unstemmed Neuromechanical Model of Rat Hindlimb Walking with Two-Layer CPGs
title_short Neuromechanical Model of Rat Hindlimb Walking with Two-Layer CPGs
title_sort neuromechanical model of rat hindlimb walking with two layer cpgs
topic synthetic nervous system
rat
rhythm generator
pattern formation
muscle synergies
url http://www.mdpi.com/2313-7673/4/1/21
work_keys_str_mv AT kaiyudeng neuromechanicalmodelofrathindlimbwalkingwithtwolayercpgs
AT nicholassszczecinski neuromechanicalmodelofrathindlimbwalkingwithtwolayercpgs
AT dirkarnold neuromechanicalmodelofrathindlimbwalkingwithtwolayercpgs
AT emanuelandrada neuromechanicalmodelofrathindlimbwalkingwithtwolayercpgs
AT martinsfischer neuromechanicalmodelofrathindlimbwalkingwithtwolayercpgs
AT rogerdquinn neuromechanicalmodelofrathindlimbwalkingwithtwolayercpgs
AT alexanderjhunt neuromechanicalmodelofrathindlimbwalkingwithtwolayercpgs