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A Muscle-Reflex Model of Forelimb and Hindlimb of Felidae Family of Animal with Dynamic Pattern Formation Stimuli

  • Azhar Aulia Saputra
  • , Chin Wei Hong
  • , Auke Jan Ijspeert
  • , Naoyuki Kubota

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

7 Scopus citations

Abstract

Human and animal locomotion are controlled by complex neural circuits, which can also serve as inspiration for designing locomotion controllers for dynamic locomotion in legged robots. We develop a locomotion controller model including a central pattern generator (CPGs) and a muscle reflex based on the forelimb and hindlimb structures of a cat. In this paper, we focus on modeling the muscle reflex and its optimization. This muscle reflex model regulates ground force afferents in each limb. There are two phases in each step performed by this model, the swing and stance phases. The muscle during swing phase is activated by a pattern formation signal from the CPG. During stance phase, the muscle is automatically controlled by the moving speed. We utilize a multi-objective evolutionary algorithm to optimize parameters of the model. We use the proposed model to control a cat-like robot in simulations using Open Dynamics Engine. Results show that the simulated robot is able to move at different speeds by modulating simple stimulation signals to the CPG without needing to modify muscle and reflex parameters.

Original languageEnglish
Title of host publication2020 International Joint Conference on Neural Networks, IJCNN 2020 - Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781728169262
DOIs
StatePublished - Jul 2020
Externally publishedYes
Event2020 International Joint Conference on Neural Networks, IJCNN 2020 - Virtual, Glasgow, United Kingdom
Duration: 19 Jul 202024 Jul 2020

Publication series

NameProceedings of the International Joint Conference on Neural Networks

Conference

Conference2020 International Joint Conference on Neural Networks, IJCNN 2020
Country/TerritoryUnited Kingdom
CityVirtual, Glasgow
Period19/07/2024/07/20

Bibliographical note

Publisher Copyright:
© 2020 IEEE.

Keywords

  • Bio-mimetic robot locomotion
  • Multi-objectives Optimization
  • Muscle reflex model

ASJC Scopus subject areas

  • Software
  • Artificial Intelligence

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