低成本轻量双臂机器人,可实现快速抓取与动态操作
A low-cost and lightweight 6 DoF bimanual arm for dynamic and contact-rich manipulation
- 采用低惯量、可回转电机与3D打印结构,降低硬件成本
- 单臂速度达6.16米/秒,负载2.5公斤,支持锤击等动态动作
- 开源完整代码与设计,适合机器人研究与强化学习实验
动态接触式操作(如击打、抢夺、锤击)因硬件限制仍具挑战性。现有机器人多受限于高惯量、低柔顺性及昂贵扭矩传感器。为此,我们提出ARMADA(低成本操作与动态动作机器人),一种面向动态操作研究的6自由度双臂系统。该系统采用低惯量、可回转执行器与轻量化设计,使用易得组件和3D打印连杆,实验室可快速组装。整机成本仅6100美元,每臂最高速度达6.16米/秒,接近多数协作机器人两倍,负载能力2.5公斤。我们验证了其在真实环境中完成抢夺、锤击及双臂投掷等动态任务的能力。同时,通过模拟训练非抓握操作策略并零样本迁移至现实世界,以及实现人类运动追踪完成动态双臂抛掷,展示了其在强化学习中的有效性。系统完全开源,包含装配说明、CAD模型、URDF、仿真与学习代码。推荐观看补充视频:https://sites.google.com/view/im2-humanoid-arm。
原文摘要 · Abstract (English)
Dynamic and contact-rich object manipulation, such as striking, snatching, or hammering, remains challenging for robotic systems due to hardware limitations. Most existing robots are constrained by high-inertia design, limited compliance, and reliance on expensive torque sensors. To address this, we introduce ARMADA (Affordable Robot for Manipulation and Dynamic Actions), a 6 degrees-of-freedom bimanual robot designed for dynamic manipulation research. ARMADA combines low-inertia, back-drivable actuators with a lightweight design, using readily available components and 3D-printed links for ease of assembly in research labs. The entire system, including both arms, is built for just $6,100. Each arm achieves speeds up to 6.16m/s, almost twice that of most collaborative robots, with a comparable payload of 2.5kg. We demonstrate ARMADA can perform dynamic manipulation like snatching, hammering, and bimanual throwing in real-world environments. We also showcase its effectiveness in reinforcement learning (RL) by training a non-prehensile manipulation policy in simulation and transferring it zero-shot to the real world, as well as human motion shadowing for dynamic bimanual object throwing. ARMADA is fully open-sourced with detailed assembly instructions, CAD models, URDFs, simulation, and learning codes. We highly recommend viewing the supplementary video at https://sites.google.com/view/im2-humanoid-arm.
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