Contact-timing and Trajectory Optimization for 3D Jumping on Quadruped Robots
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Abstract (arXiv)
Performing highly agile acrobatic motions with a long flight phase requires perfect timing, high accuracy, and coordination of the full-body motion. To address these challenges, we present a novel approach on timings and trajectory optimization framework for legged robots performing aggressive 3D jumping. In our method, we firstly utilize an effective optimization framework using simplified rigid body dynamics to solve for contact timings and a reference trajectory of the robot body. The solution of this module is then used to formulate a full-body trajectory optimization based on the full nonlinear dynamics of the robot. This combination allows us to effectively optimize for contact timings while ensuring that the jumping trajectory can be effectively realized in the robot hardware. We first validate the efficiency of the proposed framework on the A1 robot model for various 3D jumping tasks such as double-backflips off the high altitude of 2m. Experimental validation was then successfully conducted for various aggressive 3D jumping motions such as diagonal jumps, barrel roll, and double barrel roll from a box of heights 0.4m and 0.9m, respectively.
Key facts. Cited by 10 papers in the map (data through 14 Oct 2026). First posted on arXiv 13 Oct 2021.
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Citing papers per year: 2022: 2; 2023: 1; 2024: 1; 2025: 5; 2026: 1.
10 papers.
- 2022Creating a Dynamic Quadrupedal Robotic Goalkeeper with Reinforcement Learningcited by 23
- 2024Curriculum-Based Reinforcement Learning for Quadrupedal Jumping: A Reference-free Designcited by 18
- 2022Simultaneous Contact-Rich Grasping and Locomotion via Distributed Optimization Enabling Free-Climbing for Multi-Limbed Robotscited by 5
- 2025Guided Reinforcement Learning for Omnidirectional 3D Jumping in Quadruped Robotscited by 4
- 2023Efficient Reinforcement Learning for Jumping Monopodscited by 1
- 2025Integrating Trajectory Optimization and Reinforcement Learning for Quadrupedal Jumping with Terrain-Adaptive Landingcited by 1
- 2025Towards Quadrupedal Jumping and Walking for Dynamic Locomotion using Reinforcement Learningcited by 1
- 2025Symbolic Learning of Interpretable Reduced-Order Models for Jumping Quadruped Robotscited by 0
- 2025GeCCo -- a Generalist Contact-Conditioned Policy for Loco-Manipulation Skills on Legged Robotscited by 0
- 2026Co-jump: Cooperative Jumping with Quadrupedal Robots via Multi-Agent Reinforcement Learningcited by 0
- 2026Co-jump: Cooperative Jumping with Quadrupedal Robots via Multi-Agent Reinforcement Learning11 Feb 2026
- 2025Towards Quadrupedal Jumping and Walking for Dynamic Locomotion using Reinforcement Learning28 Oct 2025
- 2025GeCCo -- a Generalist Contact-Conditioned Policy for Loco-Manipulation Skills on Legged Robots22 Sep 2025
- 2025Integrating Trajectory Optimization and Reinforcement Learning for Quadrupedal Jumping with Terrain-Adaptive Landing16 Sep 2025
- 2025Symbolic Learning of Interpretable Reduced-Order Models for Jumping Quadruped Robots4 Aug 2025
- 2025Guided Reinforcement Learning for Omnidirectional 3D Jumping in Quadruped Robots22 Jul 2025
- 2024Curriculum-Based Reinforcement Learning for Quadrupedal Jumping: A Reference-free Design29 Jan 2024
- 2023Efficient Reinforcement Learning for Jumping Monopods13 Sep 2023
- 2022Creating a Dynamic Quadrupedal Robotic Goalkeeper with Reinforcement Learning10 Oct 2022
- 2022Simultaneous Contact-Rich Grasping and Locomotion via Distributed Optimization Enabling Free-Climbing for Multi-Limbed Robots4 Jul 2022