Locomotion Control of Quadruped Robots With Online Center of Mass Adaptation and Payload Identification

Most of the controllers for quadruped robots are based on the planning of their centers of mass (CoM), with the assumption that the CoM locates at the geometrical center of the robot trunk. However, this assumption rarely meets the fact of the robot prototype and introduces apparent influences to th...

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Main Authors: Chao Ding, Lelai Zhou, Yibin Li, Xuewen Rong
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9294027/
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author Chao Ding
Lelai Zhou
Yibin Li
Xuewen Rong
author_facet Chao Ding
Lelai Zhou
Yibin Li
Xuewen Rong
author_sort Chao Ding
collection DOAJ
description Most of the controllers for quadruped robots are based on the planning of their centers of mass (CoM), with the assumption that the CoM locates at the geometrical center of the robot trunk. However, this assumption rarely meets the fact of the robot prototype and introduces apparent influences to the system. This article proposes a CoM estimation and adaptation method for quadruped robots in dynamic trot gait based on the model predictive control (MPC) of the trunk. The influences of the CoM offset on the robot states are inherently analyzed. The CoM components on the horizontal plane are taken into consideration and estimated based on the speed errors and the contact force differences, which are compensated to the robot controller. In the case of payload changes, the identification method for the mass of payload is proposed based on the estimated CoM. Simulation results verify that with the proposed approach, the robot successfully adapts to the CoM payload changes while the locomotion is not interrupted, and the state errors are significantly reduced.
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spelling doaj.art-f530f44fece6495a9e5cf1f652ad288d2022-12-21T22:02:38ZengIEEEIEEE Access2169-35362020-01-01822457822458710.1109/ACCESS.2020.30449339294027Locomotion Control of Quadruped Robots With Online Center of Mass Adaptation and Payload IdentificationChao Ding0https://orcid.org/0000-0002-4699-6582Lelai Zhou1https://orcid.org/0000-0003-3308-870XYibin Li2https://orcid.org/0000-0002-5906-5074Xuewen Rong3https://orcid.org/0000-0003-3283-5347Center for Robotics, School of Control Science and Engineering, Shandong University, Jinan, ChinaCenter for Robotics, School of Control Science and Engineering, Shandong University, Jinan, ChinaCenter for Robotics, School of Control Science and Engineering, Shandong University, Jinan, ChinaCenter for Robotics, School of Control Science and Engineering, Shandong University, Jinan, ChinaMost of the controllers for quadruped robots are based on the planning of their centers of mass (CoM), with the assumption that the CoM locates at the geometrical center of the robot trunk. However, this assumption rarely meets the fact of the robot prototype and introduces apparent influences to the system. This article proposes a CoM estimation and adaptation method for quadruped robots in dynamic trot gait based on the model predictive control (MPC) of the trunk. The influences of the CoM offset on the robot states are inherently analyzed. The CoM components on the horizontal plane are taken into consideration and estimated based on the speed errors and the contact force differences, which are compensated to the robot controller. In the case of payload changes, the identification method for the mass of payload is proposed based on the estimated CoM. Simulation results verify that with the proposed approach, the robot successfully adapts to the CoM payload changes while the locomotion is not interrupted, and the state errors are significantly reduced.https://ieeexplore.ieee.org/document/9294027/Quadruped robotsmodel predictive controlcenter of mass adaptationmass of payloads
spellingShingle Chao Ding
Lelai Zhou
Yibin Li
Xuewen Rong
Locomotion Control of Quadruped Robots With Online Center of Mass Adaptation and Payload Identification
IEEE Access
Quadruped robots
model predictive control
center of mass adaptation
mass of payloads
title Locomotion Control of Quadruped Robots With Online Center of Mass Adaptation and Payload Identification
title_full Locomotion Control of Quadruped Robots With Online Center of Mass Adaptation and Payload Identification
title_fullStr Locomotion Control of Quadruped Robots With Online Center of Mass Adaptation and Payload Identification
title_full_unstemmed Locomotion Control of Quadruped Robots With Online Center of Mass Adaptation and Payload Identification
title_short Locomotion Control of Quadruped Robots With Online Center of Mass Adaptation and Payload Identification
title_sort locomotion control of quadruped robots with online center of mass adaptation and payload identification
topic Quadruped robots
model predictive control
center of mass adaptation
mass of payloads
url https://ieeexplore.ieee.org/document/9294027/
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AT lelaizhou locomotioncontrolofquadrupedrobotswithonlinecenterofmassadaptationandpayloadidentification
AT yibinli locomotioncontrolofquadrupedrobotswithonlinecenterofmassadaptationandpayloadidentification
AT xuewenrong locomotioncontrolofquadrupedrobotswithonlinecenterofmassadaptationandpayloadidentification