TR2025-063

Simultaneous Collision Detection and Force Estimation for Dynamic Quadrupedal Locomotion


    •  Zhou, Z., Di Cairano, S., Wang, Y., Berntorp, K., "Simultaneous Collision Detection and Force Estimation for Dynamic Quadrupedal Locomotion", IEEE International Conference on Robotics and Automation (ICRA), May 2025.
      BibTeX TR2025-063 PDF
      • @inproceedings{Zhou2025may,
      • author = {Zhou, Ziyi and {Di Cairano}, Stefano and Wang, Yebin and Berntorp, Karl},
      • title = {{Simultaneous Collision Detection and Force Estimation for Dynamic Quadrupedal Locomotion}},
      • booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
      • year = 2025,
      • month = may,
      • url = {https://www.merl.com/publications/TR2025-063}
      • }
  • MERL Contacts:
  • Research Areas:

    Control, Dynamical Systems, Robotics, Signal Processing

Abstract:

In this paper we address the simultaneous collision detection and force estimation problem for quadrupedal loco- motion using joint encoder information and the robot dynamics only. We design an interacting multiple-model Kalman filter (IMM-KF) that estimates the external force exerted on the robot and multiple possible contact modes. The method is invariant to any gait pattern design. Our approach leverages pseudo-measurement information of the external forces based on the robot dynamics and encoder information. Based on the estimated contact mode and external force, we design a reflex motion and an admittance controller for the swing leg to avoid collisions by adjusting the leg’s reference motion. Additionally, we implement a force-adaptive model predictive controller to enhance balancing. Simulation ablatation studies and experiments show the efficacy of the approach.

 

  • Related Publication

  •  Zhou, Z., Di Cairano, S., Wang, Y., Berntorp, K., "Simultaneous Collision Detection and Force Estimation for Dynamic Quadrupedal Locomotion", arXiv, April 2025.
    BibTeX arXiv
    • @inproceedings{Zhou2025apr,
    • author = {Zhou, Ziyi and {Di Cairano}, Stefano and Wang, Yebin and Berntorp, Karl},
    • title = {{Simultaneous Collision Detection and Force Estimation for Dynamic Quadrupedal Locomotion}},
    • booktitle = {arXiv},
    • year = 2025,
    • month = apr,
    • url = {https://arxiv.org/abs/2504.17201}
    • }