Non-prehensile Planar Manipulation via Trajectory Optimization with Complementarity Constraints
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Abstract (arXiv)
Contact adaption is an essential capability when manipulating objects. Two key contact modes of non-prehensile manipulation are sticking and sliding. This paper presents a Trajectory Optimization (TO) method formulated as a Mathematical Program with Complementarity Constraints (MPCC), which is able to switch between these two modes. We show that this formulation can be applicable to both planning and Model Predictive Control (MPC) for planar manipulation tasks. We numerically compare: (i) our planner against a mixed integer alternative, showing that the MPCC planer converges faster, scales better with respect to time horizon, and can handle environments with obstacles; (ii) our controller against a state-of-the-art mixed integer approach, showing that the MPCC controller achieves better tracking and more consistent computation times. Additionally, we experimentally validate both our planner and controller with the KUKA LWR robot on a range of planar manipulation tasks.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 Sep 2021.
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Citing papers per year: 2022: 1; 2023: 1; 2024: 5; 2025: 5; 2026: 1.
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- 2024Flow Matching Imitation Learning for Multi-Support Manipulationcited by 29
- 2025DyWA: Dynamics-adaptive World Action Model for Generalizable Non-prehensile Manipulationcited by 21
- 2025Physics-Driven Data Generation for Contact-Rich Manipulation via Trajectory Optimizationcited by 20
- 2024CORN: Contact-based Object Representation for Nonprehensile Manipulation of General Unseen Objectscited by 8
- 2023Nonprehensile Planar Manipulation through Reinforcement Learning with Multimodal Categorical Explorationcited by 6
- 2022ROS-PyBullet Interface: A Framework for Reliable Contact Simulation and Human-Robot Interactioncited by 5
- 2024Learning Visuotactile Estimation and Control for Non-prehensile Manipulation under Occlusionscited by 4
- 2025Dynamic object goal pushing with mobile manipulators through model-free constrained reinforcement learningcited by 3
- 2024Is Linear Feedback on Smoothed Dynamics Sufficient for Stabilizing Contact-Rich Plans?cited by 2
- 2024Incremental Few-Shot Adaptation for Non-Prehensile Object Manipulation using Parallelizable Physics Simulatorscited by 1
- 2025Hierarchical Contact-Rich Trajectory Optimization for Multi-Modal Manipulation using Tight Convex Relaxationscited by 1
- 2026Physics-Informed Eikonal Caging for Whole-Arm Manipulation Planningcited by 1
- 2026Physics-Informed Eikonal Caging for Whole-Arm Manipulation Planning20 Jun 2026
- 2025Learning Pivoting Manipulation with Force and Vision Feedback Using Optimization-based Demonstrations1 Aug 2025
- 2025DyWA: Dynamics-adaptive World Action Model for Generalizable Non-prehensile Manipulation21 Mar 2025
- 2025Hierarchical Contact-Rich Trajectory Optimization for Multi-Modal Manipulation using Tight Convex Relaxations11 Mar 2025
- 2025Physics-Driven Data Generation for Contact-Rich Manipulation via Trajectory Optimization27 Feb 2025
- 2025Dynamic object goal pushing with mobile manipulators through model-free constrained reinforcement learning3 Feb 2025
- 2024Learning Visuotactile Estimation and Control for Non-prehensile Manipulation under Occlusions17 Dec 2024
- 2024Is Linear Feedback on Smoothed Dynamics Sufficient for Stabilizing Contact-Rich Plans?10 Nov 2024
- 2024Incremental Few-Shot Adaptation for Non-Prehensile Object Manipulation using Parallelizable Physics Simulators20 Sep 2024
- 2024Flow Matching Imitation Learning for Multi-Support Manipulation17 Jul 2024
- 2024CORN: Contact-based Object Representation for Nonprehensile Manipulation of General Unseen Objects16 Mar 2024
- 2023Nonprehensile Planar Manipulation through Reinforcement Learning with Multimodal Categorical Exploration4 Aug 2023
- 2025Physics-Driven Data Generation for Contact-Rich Manipulation via Trajectory Optimizationcited by 20
- 2024CORN: Contact-based Object Representation for Nonprehensile Manipulation of General Unseen Objectscited by 8
- 2023Nonprehensile Planar Manipulation through Reinforcement Learning with Multimodal Categorical Explorationcited by 6
- 2022ROS-PyBullet Interface: A Framework for Reliable Contact Simulation and Human-Robot Interactioncited by 5
- 2024Learning Visuotactile Estimation and Control for Non-prehensile Manipulation under Occlusionscited by 4
- 2025Dynamic object goal pushing with mobile manipulators through model-free constrained reinforcement learningcited by 3
- 2024Is Linear Feedback on Smoothed Dynamics Sufficient for Stabilizing Contact-Rich Plans?cited by 2
- 2024Incremental Few-Shot Adaptation for Non-Prehensile Object Manipulation using Parallelizable Physics Simulatorscited by 1
- 2025Hierarchical Contact-Rich Trajectory Optimization for Multi-Modal Manipulation using Tight Convex Relaxationscited by 1
- 2026Physics-Informed Eikonal Caging for Whole-Arm Manipulation Planningcited by 1
- 2025Learning Pivoting Manipulation with Force and Vision Feedback Using Optimization-based Demonstrationscited by 0
- 2026Physics-Informed Eikonal Caging for Whole-Arm Manipulation Planning20 Jun 2026
- 2025Learning Pivoting Manipulation with Force and Vision Feedback Using Optimization-based Demonstrations1 Aug 2025
- 2025Hierarchical Contact-Rich Trajectory Optimization for Multi-Modal Manipulation using Tight Convex Relaxations11 Mar 2025
- 2025Physics-Driven Data Generation for Contact-Rich Manipulation via Trajectory Optimization27 Feb 2025
- 2025Dynamic object goal pushing with mobile manipulators through model-free constrained reinforcement learning3 Feb 2025
- 2024Learning Visuotactile Estimation and Control for Non-prehensile Manipulation under Occlusions17 Dec 2024
- 2024Is Linear Feedback on Smoothed Dynamics Sufficient for Stabilizing Contact-Rich Plans?10 Nov 2024
- 2024Incremental Few-Shot Adaptation for Non-Prehensile Object Manipulation using Parallelizable Physics Simulators20 Sep 2024
- 2024CORN: Contact-based Object Representation for Nonprehensile Manipulation of General Unseen Objects16 Mar 2024
- 2023Nonprehensile Planar Manipulation through Reinforcement Learning with Multimodal Categorical Exploration4 Aug 2023
- 2022ROS-PyBullet Interface: A Framework for Reliable Contact Simulation and Human-Robot Interaction13 Oct 2022