An Open Torque-Controlled Modular Robot Architecture for Legged Locomotion Research
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Abstract (arXiv)
We present a new open-source torque-controlled legged robot system, with a low-cost and low-complexity actuator module at its core. It consists of a high-torque brushless DC motor and a low-gear-ratio transmission suitable for impedance and force control. We also present a novel foot contact sensor suitable for legged locomotion with hard impacts. A 2.2 kg quadruped robot with a large range of motion is assembled from eight identical actuator modules and four lower legs with foot contact sensors. Leveraging standard plastic 3D printing and off-the-shelf parts results in a lightweight and inexpensive robot, allowing for rapid distribution and duplication within the research community. We systematically characterize the achieved impedance at the foot in both static and dynamic scenarios, and measure a maximum dimensionless leg stiffness of 10.8 without active damping, which is comparable to the leg stiffness of a running human. Finally, to demonstrate the capabilities of the quadruped, we present a novel controller which combines feedforward contact forces computed from a kino-dynamic optimizer with impedance control of the center of mass and base orientation. The controller can regulate complex motions while being robust to environmental uncertainty.
Key facts. Cited by 18 papers in the map (data through 7 Oct 2026). First posted on arXiv 30 Sep 2019.
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Citing papers per year: 2021: 4; 2022: 3; 2023: 6; 2024: 4; 2025: 1.
18 papers.
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- 2023HomeRobot: Open-Vocabulary Mobile Manipulationcited by 104
- 2022Learning Agile Skills via Adversarial Imitation of Rough Partial Demonstrationscited by 30
- 2021VILENS: Visual, Inertial, Lidar, and Leg Odometry for All-Terrain Legged Robotscited by 25
- 2023Learning and Adapting Agile Locomotion Skills by Transferring Experiencecited by 25
- 2023Benchmarking Offline Reinforcement Learning on Real-Robot Hardwarecited by 23
- 2021Learning Modular Robot Control Policiescited by 18
- 2021Model-free Reinforcement Learning for Robust Locomotion using Demonstrations from Trajectory Optimizationcited by 16
- 2022Versatile Skill Control via Self-supervised Adversarial Imitation of Unlabeled Mixed Motionscited by 13
- 2023Controlling the Solo12 Quadruped Robot with Deep Reinforcement Learningcited by 11
- 2024CaT: Constraints as Terminations for Legged Locomotion Reinforcement Learningcited by 11
- 2024SoloParkour: Constrained Reinforcement Learning for Visual Locomotion from Privileged Experiencecited by 10
- 2024Morphological Symmetries in Roboticscited by 9
6 more
- 2022Agile Maneuvers in Legged Robots: a Predictive Control Approachcited by 6
- 2021An Adaptable Approach to Learn Realistic Legged Locomotion without Examplescited by 4
- 2023Offline Diversity Maximization Under Imitation Constraintscited by 4
- 2023Mind the Uncertainty: Risk-Aware and Actively Exploring Model-Based Reinforcement Learningcited by 2
- 2025Dual-Force: Enhanced Offline Diversity Maximization under Imitation Constraintscited by 2
- 2024Reinforcement Learning from Wild Animal Videoscited by 0
- 2025Dual-Force: Enhanced Offline Diversity Maximization under Imitation Constraints8 Jan 2025
- 2024Reinforcement Learning from Wild Animal Videos5 Dec 2024
- 2024SoloParkour: Constrained Reinforcement Learning for Visual Locomotion from Privileged Experience20 Sep 2024
- 2024CaT: Constraints as Terminations for Legged Locomotion Reinforcement Learning27 Mar 2024
- 2024Morphological Symmetries in Robotics23 Feb 2024
- 2023Mind the Uncertainty: Risk-Aware and Actively Exploring Model-Based Reinforcement Learning11 Sep 2023
- 2023Controlling the Solo12 Quadruped Robot with Deep Reinforcement Learning2 Aug 2023
- 2023Benchmarking Offline Reinforcement Learning on Real-Robot Hardware28 Jul 2023
- 2023Offline Diversity Maximization Under Imitation Constraints21 Jul 2023
- 2023HomeRobot: Open-Vocabulary Mobile Manipulation20 Jun 2023
- 2023Learning and Adapting Agile Locomotion Skills by Transferring Experience19 Apr 2023
- 2022Versatile Skill Control via Self-supervised Adversarial Imitation of Unlabeled Mixed Motions16 Sep 2022
6 more
- 2022Learning Agile Skills via Adversarial Imitation of Rough Partial Demonstrations23 Jun 2022
- 2022Agile Maneuvers in Legged Robots: a Predictive Control Approach14 Mar 2022
- 2021An Adaptable Approach to Learn Realistic Legged Locomotion without Examples28 Oct 2021
- 2021VILENS: Visual, Inertial, Lidar, and Leg Odometry for All-Terrain Legged Robots15 Jul 2021
- 2021Model-free Reinforcement Learning for Robust Locomotion using Demonstrations from Trajectory Optimization14 Jul 2021
- 2021Learning Modular Robot Control Policies20 May 2021
- 2023HomeRobot: Open-Vocabulary Mobile Manipulationcited by 104
- 2022Learning Agile Skills via Adversarial Imitation of Rough Partial Demonstrationscited by 30
- 2021VILENS: Visual, Inertial, Lidar, and Leg Odometry for All-Terrain Legged Robotscited by 25
- 2023Learning and Adapting Agile Locomotion Skills by Transferring Experiencecited by 25
- 2021Learning Modular Robot Control Policiescited by 18
- 2021Model-free Reinforcement Learning for Robust Locomotion using Demonstrations from Trajectory Optimizationcited by 16
- 2023Controlling the Solo12 Quadruped Robot with Deep Reinforcement Learningcited by 11
- 2024CaT: Constraints as Terminations for Legged Locomotion Reinforcement Learningcited by 11
- 2024SoloParkour: Constrained Reinforcement Learning for Visual Locomotion from Privileged Experiencecited by 10
- 2024Morphological Symmetries in Roboticscited by 9
- 2022Agile Maneuvers in Legged Robots: a Predictive Control Approachcited by 6
- 2021An Adaptable Approach to Learn Realistic Legged Locomotion without Examplescited by 4
12 most cited of 16 All 16 (JSON)
- 2025Dual-Force: Enhanced Offline Diversity Maximization under Imitation Constraints8 Jan 2025
- 2024Reinforcement Learning from Wild Animal Videos5 Dec 2024
- 2024SoloParkour: Constrained Reinforcement Learning for Visual Locomotion from Privileged Experience20 Sep 2024
- 2024CaT: Constraints as Terminations for Legged Locomotion Reinforcement Learning27 Mar 2024
- 2024Morphological Symmetries in Robotics23 Feb 2024
- 2023Mind the Uncertainty: Risk-Aware and Actively Exploring Model-Based Reinforcement Learning11 Sep 2023
- 2023Controlling the Solo12 Quadruped Robot with Deep Reinforcement Learning2 Aug 2023
- 2023Offline Diversity Maximization Under Imitation Constraints21 Jul 2023
- 2023HomeRobot: Open-Vocabulary Mobile Manipulation20 Jun 2023
- 2023Learning and Adapting Agile Locomotion Skills by Transferring Experience19 Apr 2023
- 2022Learning Agile Skills via Adversarial Imitation of Rough Partial Demonstrations23 Jun 2022
- 2022Agile Maneuvers in Legged Robots: a Predictive Control Approach14 Mar 2022
12 newest of 16 All 16 (JSON)