Continuous Jumping for Legged Robots on Stepping Stones via Trajectory Optimization and Model Predictive Control
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Abstract (arXiv)
Performing highly agile dynamic motions, such as jumping or running on uneven stepping stones has remained a challenging problem in legged robot locomotion. This paper presents a framework that combines trajectory optimization and model predictive control to perform robust and consecutive jumping on stepping stones. In our approach, we first utilize trajectory optimization based on full-nonlinear dynamics of the robot to generate periodic jumping trajectories for various jumping distances. A jumping controller based on a model predictive control is then designed for realizing smooth jumping transitions, enabling the robot to achieve continuous jumps on stepping stones. Thanks to the incorporation of MPC as a real-time feedback controller, the proposed framework is also validated to be robust to uneven platforms with unknown height perturbations and model uncertainty on the robot dynamics.
Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). First posted on arXiv 3 Apr 2022.
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Citing papers per year: 2023: 3; 2024: 3; 2025: 1; 2026: 1.
8 papers.
- 2024Aligning Cyber Space with Physical World: A Comprehensive Survey on Embodied AIcited by 175
- 2023Robot Parkour Learningcited by 115
- 2024Visual Whole-Body Control for Legged Loco-Manipulationcited by 58
- 2025Embodied AI Agents: Modeling the Worldcited by 57
- 2023Robust and Versatile Bipedal Jumping Control through Reinforcement Learningcited by 27
- 2023Generalized Animal Imitator: Agile Locomotion with Versatile Motion Priorcited by 17
- 2024Helpful DoggyBot: Open-World Object Fetching using Legged Robots and Vision-Language Modelscited by 8
- 2026PUMA: Perception-driven Unified Foothold Prior for Mobility Augmented Quadruped Parkourcited by 0
- 2026PUMA: Perception-driven Unified Foothold Prior for Mobility Augmented Quadruped Parkour22 Jan 2026
- 2025Embodied AI Agents: Modeling the World27 Jun 2025
- 2024Helpful DoggyBot: Open-World Object Fetching using Legged Robots and Vision-Language Models30 Sep 2024
- 2024Aligning Cyber Space with Physical World: A Comprehensive Survey on Embodied AI9 Jul 2024
- 2024Visual Whole-Body Control for Legged Loco-Manipulation25 Mar 2024
- 2023Generalized Animal Imitator: Agile Locomotion with Versatile Motion Prior2 Oct 2023
- 2023Robot Parkour Learning11 Sep 2023
- 2023Robust and Versatile Bipedal Jumping Control through Reinforcement Learning19 Feb 2023