A Collision-Free MPC for Whole-Body Dynamic Locomotion and Manipulation
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Abstract (arXiv)
In this paper, we present a real-time whole-body planner for collision-free legged mobile manipulation. We enforce both self-collision and environment-collision avoidance as soft constraints within a Model Predictive Control (MPC) scheme that solves a multi-contact optimal control problem. By penalizing the signed distances among a set of representative primitive collision bodies, the robot is able to safely execute a variety of dynamic maneuvers while preventing any self-collisions. Moreover, collision-free navigation and manipulation in both static and dynamic environments are made viable through efficient queries of distances and their gradients via a euclidean signed distance field. We demonstrate through a comparative study that our approach only slightly increases the computational complexity of the MPC planning. Finally, we validate the effectiveness of our framework through a set of hardware experiments involving dynamic mobile manipulation tasks with potential collisions, such as locomotion balancing with the swinging arm, weight throwing, and autonomous door opening.
Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 24 Feb 2022.
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Citing papers per year: 2022: 1; 2023: 0; 2024: 7; 2025: 2; 2026: 5.
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- 2024Agile But Safe: Learning Collision-Free High-Speed Legged Locomotioncited by 53
- 2024M2Diffuser: Diffusion-based Trajectory Optimization for Mobile Manipulation in 3D Scenescited by 26
- 2025Learning coordinated badminton skills for legged manipulatorscited by 16
- 2024Learning to Open and Traverse Doors with a Legged Manipulatorcited by 14
- 2022Robotic Table Wiping via Reinforcement Learning and Whole-body Trajectory Optimizationcited by 10
- 2024One Filter to Deploy Them All: Robust Safety for Quadrupedal Navigation in Unknown Environmentscited by 8
- 2024Whole-body End-Effector Pose Trackingcited by 5
- 2025FALCON: Actively Decoupled Visuomotor Policies for Loco-Manipulation with Foundation-Model-Based Coordinationcited by 3
- 2026PAC-MAN: Perception-Aware CBF-RL for Whole-Body Safety in Humanoid Dodgeballcited by 2
- 2024QuadWBG: Generalizable Quadrupedal Whole-Body Graspingcited by 1
- 2024Effective Virtual Reality Teleoperation of an Upper-body Humanoid with Modified Task Jacobians and Relaxed Barrier Functions for Self-Collision Avoidancecited by 0
- 2026CoFreeVLA: Short-Horizon Collision-Free Dual-Arm Manipulation via Vision-Language-Action Model and Risk Estimationcited by 0
- 2026PAC-MAN: Perception-Aware CBF-RL for Whole-Body Safety in Humanoid Dodgeball30 Jul 2026
- 2026SafeExplorer: An Unbiased Policy Gradient for Reinforcement Learning with Recovery Interventions9 Jul 2026
- 2026Learning Dynamic Pick-and-Place for a Legged Manipulator15 May 2026
- 2026Whole-Body Mobile Manipulation using Offline Reinforcement Learning on Sub-optimal Controllers14 Apr 2026
- 2026CoFreeVLA: Short-Horizon Collision-Free Dual-Arm Manipulation via Vision-Language-Action Model and Risk Estimation29 Jan 2026
- 2025FALCON: Actively Decoupled Visuomotor Policies for Loco-Manipulation with Foundation-Model-Based Coordination4 Dec 2025
- 2025Learning coordinated badminton skills for legged manipulators29 May 2025
- 2024One Filter to Deploy Them All: Robust Safety for Quadrupedal Navigation in Unknown Environments13 Dec 2024
- 2024Effective Virtual Reality Teleoperation of an Upper-body Humanoid with Modified Task Jacobians and Relaxed Barrier Functions for Self-Collision Avoidance12 Nov 2024
- 2024QuadWBG: Generalizable Quadrupedal Whole-Body Grasping11 Nov 2024
- 2024M2Diffuser: Diffusion-based Trajectory Optimization for Mobile Manipulation in 3D Scenes15 Oct 2024
- 2024Whole-body End-Effector Pose Tracking24 Sep 2024
- 2024Agile But Safe: Learning Collision-Free High-Speed Legged Locomotioncited by 53
- 2025Learning coordinated badminton skills for legged manipulatorscited by 16
- 2024Learning to Open and Traverse Doors with a Legged Manipulatorcited by 14
- 2022Robotic Table Wiping via Reinforcement Learning and Whole-body Trajectory Optimizationcited by 10
- 2024One Filter to Deploy Them All: Robust Safety for Quadrupedal Navigation in Unknown Environmentscited by 8
- 2024Whole-body End-Effector Pose Trackingcited by 5
- 2026PAC-MAN: Perception-Aware CBF-RL for Whole-Body Safety in Humanoid Dodgeballcited by 2
- 2024QuadWBG: Generalizable Quadrupedal Whole-Body Graspingcited by 1
- 2024Effective Virtual Reality Teleoperation of an Upper-body Humanoid with Modified Task Jacobians and Relaxed Barrier Functions for Self-Collision Avoidancecited by 0
- 2026Learning Dynamic Pick-and-Place for a Legged Manipulatorcited by 0
- 2026SafeExplorer: An Unbiased Policy Gradient for Reinforcement Learning with Recovery Interventionscited by 0
- 2026PAC-MAN: Perception-Aware CBF-RL for Whole-Body Safety in Humanoid Dodgeball30 Jul 2026
- 2026SafeExplorer: An Unbiased Policy Gradient for Reinforcement Learning with Recovery Interventions9 Jul 2026
- 2026Learning Dynamic Pick-and-Place for a Legged Manipulator15 May 2026
- 2025Learning coordinated badminton skills for legged manipulators29 May 2025
- 2024One Filter to Deploy Them All: Robust Safety for Quadrupedal Navigation in Unknown Environments13 Dec 2024
- 2024Effective Virtual Reality Teleoperation of an Upper-body Humanoid with Modified Task Jacobians and Relaxed Barrier Functions for Self-Collision Avoidance12 Nov 2024
- 2024QuadWBG: Generalizable Quadrupedal Whole-Body Grasping11 Nov 2024
- 2024Whole-body End-Effector Pose Tracking24 Sep 2024
- 2024Learning to Open and Traverse Doors with a Legged Manipulator7 Sep 2024
- 2024Agile But Safe: Learning Collision-Free High-Speed Legged Locomotion31 Jan 2024
- 2022Robotic Table Wiping via Reinforcement Learning and Whole-body Trajectory Optimization19 Oct 2022