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 language | English |
|---|---|
| Title of host publication | 2020 International Joint Conference on Neural Networks, IJCNN 2020 - Proceedings |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| ISBN (Electronic) | 9781728169262 |
| DOIs | |
| State | Published - Jul 2020 |
| Externally published | Yes |
| Event | 2020 International Joint Conference on Neural Networks, IJCNN 2020 - Virtual, Glasgow, United Kingdom Duration: 19 Jul 2020 → 24 Jul 2020 |
Publication series
| Name | Proceedings of the International Joint Conference on Neural Networks |
|---|
Conference
| Conference | 2020 International Joint Conference on Neural Networks, IJCNN 2020 |
|---|---|
| Country/Territory | United Kingdom |
| City | Virtual, Glasgow |
| Period | 19/07/20 → 24/07/20 |
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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