Intelligent Kinematic Control of a Quadrupedal Mobile Robot

This work presents a control method for quadrupedal locomotion utilizing periodic gaits, alongside a neural network-based solution for the inverse kinematics problem inherent to these robots. The proposed method evaluates the stability and execution speed of both periodic-continuous and periodic-discontinuous gaits. Based on this analysis, the optimal gait for the robot locomotion can be chosen. For the inverse kinematics problem of the 12-DOF quadrupedal robot, a feed-forward neural network-based solver was proposed. Different training methods were analyzed. The performed simulation experiments demonstrate the effectiveness of the proposed computation and control approach.

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Publication Details

Published
2024-09-19
DOI
https://doi.org/10.1109/sisy62279.2024.10737619
Citations
1
Primary Topic
Control and Dynamics of Mobile Robots
Type
article
Field-Weighted Citation Impact
0.33
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article

Intelligent Kinematic Control of a Quadrupedal Mobile Robot

Lőrinc Márton, László Dávid, Alex Csillag, Endre Györfi et al.
1 citations
Control and Dynamics of Mobile Robots
0.33
article

Intelligent Kinematic Control of a Quadrupedal Mobile Robot

Lőrinc Márton, László Dávid, Alex Csillag, Endre Györfi, Zsolt Köllő
article en
1 citations

Abstract

This work presents a control method for quadrupedal locomotion utilizing periodic gaits, alongside a neural network-based solution for the inverse kinematics problem inherent to these robots. The proposed method evaluates the stability and execution speed of both periodic-continuous and periodic-discontinuous gaits. Based on this analysis, the optimal gait for the robot locomotion can be chosen. For the inverse kinematics problem of the 12-DOF quadrupedal robot, a feed-forward neural network-based solver was proposed. Different training methods were analyzed. The performed simulation experiments demonstrate the effectiveness of the proposed computation and control approach.

Sapientia Hungarian University of Transylvania (RO)
Affordable and clean energy
Openalex Percentile: Top 40%
Control and Dynamics of Mobile Robots
0.33
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