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A Quadratic Programming Approach to Quasi-Static Whole-Body Manipulation

机译:准静态全身操纵的二次编程方法

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This paper introduces a local motion planning method for robotic systems with manipulating limbs, moving bases (legged or wheeled), and stance stability constraints arising from the presence of gravity. We formulate the problem of selecting local motions as a linearly constrained quadratic program (QP), that can be solved efficiently. The solution to this QP is a tuple of locally optimal joint velocities. By using these velocities to step towards a goal, both a path and an inverse-kinematic solution to the goal are obtained. This formulation can be used directly for real-time control, or as a local motion planner to connect waypoints. This method is particularly useful for high-degree-of-freedom mobile robotic systems, as the QP solution scales well with the number of joints. We also show how a number of practically important geometric constraints (collision avoidance, mechanism self-collision avoidance, gaze direction, etc.) can be readily incorporated into either the constraint or objective parts of the formulation. Additionally, motion of the base, a particular joint, or a particular link can be encouraged/discouraged as desired. We summarize the important kinematic variables of the formulation, including the stance Jacobian, the reach Jacobian, and a center of mass Jacobian. The method is easily extended to provide sparse solutions, where the fewest number of joints are moved, by iteration using Tibshirani's method to accommodate an l_1 regularizer. The approach is validated and demonstrated on SURROGATE, a mobile robot with a TALON base, a 7 DOF serial-revolute torso, and two 7 DOF modular arms developed at JPL/Caltech.
机译:本文介绍了一种用于操纵肢体的机器人系统的局部运动规划方法,移动底座(腿或轮子)和引起重力存在的姿势稳定性约束。我们制定选择本地运动作为线性约束的二次程序(QP)的问题,这可以有效解决。该QP的解决方案是局部最佳接合速度的元组。通过使用这些速度迈向目标,获得对目标的路径和逆运动液。该配方可以直接用于实时控制,或作为连接航点的本地运动计划。该方法对于高度自由度移动机器人系统特别有用,因为QP解决方案与关节数量良好。我们还展示了多种实际重要的几何约束(碰撞避免,机构自碰撞避免,凝视方向等)可以容易地纳入制剂的约束或物体部分。另外,可以根据需要鼓励/令人鼓舞的基础,特定关节或特定链接的运动。我们总结了制剂的重要运动变量,包括雅各比比亚,达雅比亚的姿态和雅各比的中心。该方法很容易扩展以提供稀疏解决方案,其中最少数量的关节通过使用Tibshirani的方法来容纳L_1规范器来移动。该方法是验证和演示的代理人,一个带有爪基的移动机器人,一个7 DOF串行旋转躯干,以及在JPL / CALTECH开发的两个7 DOF模块臂。

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