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Balanced Standing on One Foot of Biped Robot Based on Three-Particle Model Predictive Control
Balancing is a fundamental task in the motion control of bipedal robots. Compared to two-foot balancing, one-foot balancing introduces new challenges, such as a smaller supporting polygon and control difficulty coming from the kinematic coupling between the center of mass (CoM) and the swinging leg....
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9775477/ https://www.ncbi.nlm.nih.gov/pubmed/36546944 http://dx.doi.org/10.3390/biomimetics7040244 |
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author | Yang, Yong Shi, Jiyuan Huang, Songrui Ge, Yuhong Cai, Wenhan Li, Qingkai Chen, Xueying Li, Xiu Zhao, Mingguo |
author_facet | Yang, Yong Shi, Jiyuan Huang, Songrui Ge, Yuhong Cai, Wenhan Li, Qingkai Chen, Xueying Li, Xiu Zhao, Mingguo |
author_sort | Yang, Yong |
collection | PubMed |
description | Balancing is a fundamental task in the motion control of bipedal robots. Compared to two-foot balancing, one-foot balancing introduces new challenges, such as a smaller supporting polygon and control difficulty coming from the kinematic coupling between the center of mass (CoM) and the swinging leg. Although nonlinear model predictive control (NMPC) may solve this problem, it is not feasible to implement it on the actual robot because of its large amount of calculation. This paper proposes the three-particle model predictive control (TP-MPC) approach. It combines with the hierarchical whole-body control (WBC) to solve the one-leg balancing problem in real time. The bipedal robot’s torso and two legs are modeled as three separate particles without inertia. The TP-MPC generates feasible swing leg trajectories, followed by the WBC to adjust the robot’s center of mass. Since the three-particle model is linear, the TP-MPC requires less computational cost, which implies real-time execution on an actual robot. The proposed method is verified in simulation. Simulation results show that our method can resist much larger external disturbance than the WBC-only control scheme. |
format | Online Article Text |
id | pubmed-9775477 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-97754772022-12-23 Balanced Standing on One Foot of Biped Robot Based on Three-Particle Model Predictive Control Yang, Yong Shi, Jiyuan Huang, Songrui Ge, Yuhong Cai, Wenhan Li, Qingkai Chen, Xueying Li, Xiu Zhao, Mingguo Biomimetics (Basel) Article Balancing is a fundamental task in the motion control of bipedal robots. Compared to two-foot balancing, one-foot balancing introduces new challenges, such as a smaller supporting polygon and control difficulty coming from the kinematic coupling between the center of mass (CoM) and the swinging leg. Although nonlinear model predictive control (NMPC) may solve this problem, it is not feasible to implement it on the actual robot because of its large amount of calculation. This paper proposes the three-particle model predictive control (TP-MPC) approach. It combines with the hierarchical whole-body control (WBC) to solve the one-leg balancing problem in real time. The bipedal robot’s torso and two legs are modeled as three separate particles without inertia. The TP-MPC generates feasible swing leg trajectories, followed by the WBC to adjust the robot’s center of mass. Since the three-particle model is linear, the TP-MPC requires less computational cost, which implies real-time execution on an actual robot. The proposed method is verified in simulation. Simulation results show that our method can resist much larger external disturbance than the WBC-only control scheme. MDPI 2022-12-16 /pmc/articles/PMC9775477/ /pubmed/36546944 http://dx.doi.org/10.3390/biomimetics7040244 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Yang, Yong Shi, Jiyuan Huang, Songrui Ge, Yuhong Cai, Wenhan Li, Qingkai Chen, Xueying Li, Xiu Zhao, Mingguo Balanced Standing on One Foot of Biped Robot Based on Three-Particle Model Predictive Control |
title | Balanced Standing on One Foot of Biped Robot Based on Three-Particle Model Predictive Control |
title_full | Balanced Standing on One Foot of Biped Robot Based on Three-Particle Model Predictive Control |
title_fullStr | Balanced Standing on One Foot of Biped Robot Based on Three-Particle Model Predictive Control |
title_full_unstemmed | Balanced Standing on One Foot of Biped Robot Based on Three-Particle Model Predictive Control |
title_short | Balanced Standing on One Foot of Biped Robot Based on Three-Particle Model Predictive Control |
title_sort | balanced standing on one foot of biped robot based on three-particle model predictive control |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9775477/ https://www.ncbi.nlm.nih.gov/pubmed/36546944 http://dx.doi.org/10.3390/biomimetics7040244 |
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