Representation-Free Model Predictive Control for Dynamic Motions in Quadrupeds
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Abstract (arXiv)
This paper presents a novel Representation-Free Model Predictive Control (RF-MPC) framework for controlling various dynamic motions of a quadrupedal robot in three dimensional (3D) space. Our formulation directly represents the rotational dynamics using the rotation matrix, which liberates us from the issues associated with the use of Euler angles and quaternion as the orientation representations. With a variation-based linearization scheme and a carefully constructed cost function, the MPC control law is transcribed to the standard Quadratic Program (QP) form. The MPC controller can operate at real-time rates of 250 Hz on a quadruped robot. Experimental results including periodic quadrupedal gaits and a controlled backflip validate that our control strategy could stabilize dynamic motions that involve singularity in 3D maneuvers.
Key facts. Cited by 13 papers in the map (data through 14 Oct 2026). First posted on arXiv 18 Dec 2020.
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Citing papers per year: 2022: 1; 2023: 2; 2024: 6; 2025: 2; 2026: 2.
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- 2022Concurrent Training of a Control Policy and a State Estimator for Dynamic and Robust Legged Locomotioncited by 88
- 2023Grow Your Limits: Continuous Improvement with Real-World RL for Robotic Locomotioncited by 24
- 2024Learning Visual Quadrupedal Loco-Manipulation from Demonstrationscited by 20
- 2024Text2Robot: Evolutionary Robot Design from Text Descriptionscited by 8
- 2023DecAP: Decaying Action Priors for Accelerated Imitation Learning of Torque-Based Legged Locomotion Policiescited by 7
- 2024PIP-Loco: A Proprioceptive Infinite Horizon Planning Framework for Quadrupedal Robot Locomotioncited by 7
- 2024SLR: Learning Quadruped Locomotion without Privileged Informationcited by 6
- 2025Residual MPC: Blending Reinforcement Learning with GPU-Parallelized Model Predictive Controlcited by 3
- 2026Whole-Brain Connectomic Graph Model Enables Whole-Body Locomotion Control in Fruit Flycited by 2
- 2026Agile perceptive multi-skill locomotion for quadrupedal robots in the wildcited by 1
- 2024Autonomous Reality Modelling for Cultural Heritage Sites employing cooperative quadrupedal robots and unmanned aerial vehiclescited by 0
- 2024Ask1: Development and Reinforcement Learning-Based Control of a Custom Quadruped Robotcited by 0
1 more
- 2026Agile perceptive multi-skill locomotion for quadrupedal robots in the wild15 Jul 2026
- 2026Whole-Brain Connectomic Graph Model Enables Whole-Body Locomotion Control in Fruit Fly20 Feb 2026
- 2025Residual MPC: Blending Reinforcement Learning with GPU-Parallelized Model Predictive Control14 Oct 2025
- 2025Quadrupedal Robot Skateboard Mounting via Reverse Curriculum Learning10 May 2025
- 2024Ask1: Development and Reinforcement Learning-Based Control of a Custom Quadruped Robot11 Dec 2024
- 2024PIP-Loco: A Proprioceptive Infinite Horizon Planning Framework for Quadrupedal Robot Locomotion14 Sep 2024
- 2024Text2Robot: Evolutionary Robot Design from Text Descriptions28 Jun 2024
- 2024SLR: Learning Quadruped Locomotion without Privileged Information7 Jun 2024
- 2024Learning Visual Quadrupedal Loco-Manipulation from Demonstrations29 Mar 2024
- 2024Autonomous Reality Modelling for Cultural Heritage Sites employing cooperative quadrupedal robots and unmanned aerial vehicles20 Feb 2024
- 2023Grow Your Limits: Continuous Improvement with Real-World RL for Robotic Locomotion26 Oct 2023
- 2023DecAP: Decaying Action Priors for Accelerated Imitation Learning of Torque-Based Legged Locomotion Policies9 Oct 2023
- 2022Concurrent Training of a Control Policy and a State Estimator for Dynamic and Robust Legged Locomotioncited by 88
- 2023Grow Your Limits: Continuous Improvement with Real-World RL for Robotic Locomotioncited by 24
- 2024Learning Visual Quadrupedal Loco-Manipulation from Demonstrationscited by 20
- 2024Text2Robot: Evolutionary Robot Design from Text Descriptionscited by 8
- 2024PIP-Loco: A Proprioceptive Infinite Horizon Planning Framework for Quadrupedal Robot Locomotioncited by 7
- 2026Whole-Brain Connectomic Graph Model Enables Whole-Body Locomotion Control in Fruit Flycited by 2
- 2026Agile perceptive multi-skill locomotion for quadrupedal robots in the wildcited by 1
- 2024Autonomous Reality Modelling for Cultural Heritage Sites employing cooperative quadrupedal robots and unmanned aerial vehiclescited by 0
- 2025Quadrupedal Robot Skateboard Mounting via Reverse Curriculum Learningcited by 0
- 2026Agile perceptive multi-skill locomotion for quadrupedal robots in the wild15 Jul 2026
- 2026Whole-Brain Connectomic Graph Model Enables Whole-Body Locomotion Control in Fruit Fly20 Feb 2026
- 2025Quadrupedal Robot Skateboard Mounting via Reverse Curriculum Learning10 May 2025
- 2024PIP-Loco: A Proprioceptive Infinite Horizon Planning Framework for Quadrupedal Robot Locomotion14 Sep 2024
- 2024Text2Robot: Evolutionary Robot Design from Text Descriptions28 Jun 2024
- 2024Learning Visual Quadrupedal Loco-Manipulation from Demonstrations29 Mar 2024
- 2024Autonomous Reality Modelling for Cultural Heritage Sites employing cooperative quadrupedal robots and unmanned aerial vehicles20 Feb 2024
- 2023Grow Your Limits: Continuous Improvement with Real-World RL for Robotic Locomotion26 Oct 2023
- 2022Concurrent Training of a Control Policy and a State Estimator for Dynamic and Robust Legged Locomotion11 Feb 2022