Is Linear Feedback on Smoothed Dynamics Sufficient for Stabilizing Contact-Rich Plans?
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Abstract (arXiv)
Designing planners and controllers for contact-rich manipulation is extremely challenging as contact violates the smoothness conditions that many gradient-based controller synthesis tools assume. Contact smoothing approximates a non-smooth system with a smooth one, allowing one to use these synthesis tools more effectively. However, applying classical control synthesis methods to smoothed contact dynamics remains relatively under-explored. This paper analyzes the efficacy of linear controller synthesis using differential simulators based on contact smoothing. We introduce natural baselines for leveraging contact smoothing to compute (a) open-loop plans robust to uncertain conditions and/or dynamics, and (b) feedback gains to stabilize around open-loop plans. Using robotic bimanual whole-body manipulation as a testbed, we perform extensive empirical experiments on over 300 trajectories and analyze why LQR seems insufficient for stabilizing contact-rich plans. The video summarizing this paper and hardware experiments is found here: https://youtu.be/HLaKi6qbwQg?si=_zCAmBBD6rGSitm9.
Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 18 of its 35 references that are in the map. First posted on arXiv 10 Nov 2024.
Builds on
18 of 35 references.
References · 18
- 2022Do Differentiable Simulators Give Better Policy Gradients?cited by 89
- 2022Global Planning for Contact-Rich Manipulation via Local Smoothing of Quasi-dynamic Contact Modelscited by 49
- 2022Optimization-Based Control for Dynamic Legged Robotscited by 35
- 2022Dojo: A Differentiable Physics Engine for Roboticscited by 26
- 2021Bundled Gradients through Contact via Randomized Smoothingcited by 24
- 2019Warm Start of Mixed-Integer Programs for Model Predictive Control of Hybrid Systemscited by 17
- 2021Non-prehensile Planar Manipulation via Trajectory Optimization with Complementarity Constraintscited by 13
- 2020Learning Mixed-Integer Convex Optimization Strategies for Robot Planning and Controlcited by 10
- 2022Robust Pivoting: Exploiting Frictional Stability Using Bilevel Optimizationcited by 8
- 2021Real-Time Multi-Contact Model Predictive Control via ADMMcited by 7
- 2017Application of Wrench based Feasibility Analysis to the Online Trajectory Optimization of Legged Robotscited by 5
- 2018Contact-Implicit Trajectory Optimization using Orthogonal Collocationcited by 5
6 more
- 2020Kinodynamic Motion Planning for Multi-Legged Robot Jumping via Mixed-Integer Convex Programcited by 5
- 2022Simultaneous Contact-Rich Grasping and Locomotion via Distributed Optimization Enabling Free-Climbing for Multi-Limbed Robotscited by 5
- 2017Reactive Planar Manipulation with Convex Hybrid MPCcited by 4
- 2018Contact-Implicit Trajectory Optimization Based on a Variable Smooth Contact Model and Successive Convexificationcited by 3
- 2023Robust Pivoting Manipulation using Contact Implicit Bilevel Optimizationcited by 3
- 2023Covariance Steering for Uncertain Contact-rich Systemscited by 3
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Citing papers per year: 2025: 2.
2 papers.