Quasi-Direct Drive for Low-Cost Compliant Robotic Manipulation
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Abstract (arXiv)
Robots must cost less and be force-controlled to enable widespread, safe deployment in unconstrained human environments. We propose Quasi-Direct Drive actuation as a capable paradigm for robotic force-controlled manipulation in human environments at low-cost. Our prototype - Blue - is a human scale 7 Degree of Freedom arm with 2kg payload. Blue can cost less than 5000. We show that Blue has dynamic properties that meet or exceed the needs of human operators: the robot has a nominal position-control bandwidth of 7.5Hz and repeatability within 4mm. We demonstrate a Virtual Reality based interface that can be used as a method for telepresence and collecting robot training demonstrations. Manufacturability, scaling, and potential use-cases for the Blue system are also addressed. Videos and additional information can be found online at berkeleyopenarms.github.io
Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). First posted on arXiv 8 Apr 2019.
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Citing papers per year: 2023: 1; 2024: 0; 2025: 2; 2026: 2.
5 papers.
- 2023HomeRobot: Open-Vocabulary Mobile Manipulationcited by 106
- 2025RoboCopilot: Human-in-the-loop Interactive Imitation Learning for Robot Manipulationcited by 26
- 2025EveryDayVLA: A Vision-Language-Action Model for Affordable Robotic Manipulationcited by 5
- 2026Bridging the Sim-to-Real Gap with multipanda_ros2: A Real-Time ROS2 Framework for Multimanual Systemscited by 0
- 2026IRIS: Learning-Driven Task-Specific Cinema Robot Arm for Visuomotor Motion Controlcited by 0
- 2026IRIS: Learning-Driven Task-Specific Cinema Robot Arm for Visuomotor Motion Control19 Feb 2026
- 2026Bridging the Sim-to-Real Gap with multipanda_ros2: A Real-Time ROS2 Framework for Multimanual Systems2 Feb 2026
- 2025EveryDayVLA: A Vision-Language-Action Model for Affordable Robotic Manipulation7 Nov 2025
- 2025RoboCopilot: Human-in-the-loop Interactive Imitation Learning for Robot Manipulation10 Mar 2025
- 2023HomeRobot: Open-Vocabulary Mobile Manipulation20 Jun 2023