论文标题

通过支持合规的手指步态和多模式计划的复杂操纵

Complex In-Hand Manipulation via Compliance-Enabled Finger Gaiting and Multi-Modal Planning

论文作者

Morgan, Andrew S., Hang, Kaiyu, Wen, Bowen, Bekris, Kostas, Dollar, Aaron M.

论文摘要

在操作过程中,将触点限制为保持在物体上的固定限制了潜在的工作空间大小,因为运动受到手的运动拓扑。手指步态是减轻这种限制的一种方法。它允许触点被自由折断并进行重新进行,以便在不同的操作歧管上操作。然而,传统上,这种能力很难或不可能实际意识到。手指步态系统必须同时计划并控制物体上的力,同时在接触切换过程中保持稳定性。这项工作通过利用系统合规性来减轻传统要求,使手更容易切换接触,同时保持稳定的掌握。我们的方法通过开发一种操纵计划器,通过符合顺序的,不含触觉传感器或关节编码器的正交安全模式运行,通过开发通过正交的安全模式操作的操纵计划器,从而实现了对重力的手指步态(3)手指步态。在操作过程中,低延迟6D姿势对象跟踪器通过视觉提供反馈,使计划者可以在线更新计划,从而自适应地从轨迹偏差中恢复。通过在真实机器人上操纵凸面和非凸对象来显示该方法的功效。通过扰动排斥和较长的轨迹目标评估其鲁棒性。据作者所知,这是第一项自主实现的作品,因此(3)通过手指步态控制对象,而没有支撑表面,阐明了实现真正的机器人手中操纵功能的宝贵步骤。

Constraining contacts to remain fixed on an object during manipulation limits the potential workspace size, as motion is subject to the hand's kinematic topology. Finger gaiting is one way to alleviate such restraints. It allows contacts to be freely broken and remade so as to operate on different manipulation manifolds. This capability, however, has traditionally been difficult or impossible to practically realize. A finger gaiting system must simultaneously plan for and control forces on the object while maintaining stability during contact switching. This work alleviates the traditional requirement by taking advantage of system compliance, allowing the hand to more easily switch contacts while maintaining a stable grasp. Our method achieves complete SO(3) finger gaiting control of grasped objects against gravity by developing a manipulation planner that operates via orthogonal safe modes of a compliant, underactuated hand absent of tactile sensors or joint encoders. During manipulation, a low-latency 6D pose object tracker provides feedback via vision, allowing the planner to update its plan online so as to adaptively recover from trajectory deviations. The efficacy of this method is showcased by manipulating both convex and non-convex objects on a real robot. Its robustness is evaluated via perturbation rejection and long trajectory goals. To the best of the authors' knowledge, this is the first work that has autonomously achieved full SO(3) control of objects within-hand via finger gaiting and without a support surface, elucidating a valuable step towards realizing true robot in-hand manipulation capabilities.

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