Theoretical Development and Experimental Validation of Residual Theory Based Collision Detection and Estimation on Legged Robot

This work presents a proprioceptive-based approach for estimating the forces acting on quadruped robots using standard sensor data only. Our approach leverages upon a momentum-based observer and needs joint torques, velocities, and IMU, to compute feet contact forces and the contact wrench acting on the mobile base. The force estimator has been implemented in Robot Operating System 2, realizing a flexible and robot-agnostic framework that is validated with simulated and real data. Our solution is able to estimate ground reaction forces with an error as low as 3.1\% of the robot’s mass.

Publication Details

Journal
Electronic Theses and Dissertations Repository (University of Pisa)
Published
2025-04-04
Primary Topic
Magnetic confinement fusion research
Type
article
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article

Theoretical Development and Experimental Validation of Residual Theory Based Collision Detection and Estimation on Legged Robot

Electronic Theses and Dissertations Repository (University of Pisa)
Magnetic confinement fusion research
article

Theoretical Development and Experimental Validation of Residual Theory Based Collision Detection and Estimation on Legged Robot

article en

Abstract

This work presents a proprioceptive-based approach for estimating the forces acting on quadruped robots using standard sensor data only. Our approach leverages upon a momentum-based observer and needs joint torques, velocities, and IMU, to compute feet contact forces and the contact wrench acting on the mobile base. The force estimator has been implemented in Robot Operating System 2, realizing a flexible and robot-agnostic framework that is validated with simulated and real data. Our solution is able to estimate ground reaction forces with an error as low as 3.1\% of the robot’s mass.

Electronic Theses and Dissertations Repository (University of Pisa)
Openalex Percentile: Top 42%
Magnetic confinement fusion research
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Theoretical Development and Experimental Validation of Residual Theory Based Collision Detection and Estimation on Legged Robot · Electronic Theses and Dissertations Repository (University of Pisa) (2025) | TGRS Research Map | TGRS