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Classical grasp quality evaluation: New algorithms and theory

机译:经典把握质量评估:新算法和新理论

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This paper investigates theoretical properties of a well-known L1 grasp quality measure Q whose approximation Q−l is commonly used for the evaluation of grasps and where the precision of Q−l depends on an approximation of a cone by a convex polyhedral cone with l edges. We prove the Lipschitz continuity of Q and provide an explicit Lipschitz bound that can be used to infer the stability of grasps lying in a neighbourhood of a known grasp. We think of Q−l as a lower bound estimate to Q and describe an algorithm for computing an upper bound Q+. We provide worst-case error bounds relating Q and Q−l. Furthermore, we develop a novel grasp hypothesis rejection algorithm which can exclude unstable grasps much faster than current implementations. Our algorithm is based on a formulation of the grasp quality evaluation problem as an optimization problem, and we show how our algorithm can be used to improve the efficiency of sampling based grasp hypotheses generation methods.
机译:本文研究了著名的L 1 抓地力质量度量Q的理论特性,其近似值Q - l通常用于评估抓地力以及Q < sup>- l取决于具有l个边的凸多面体圆锥对圆锥的近似。我们证明了Q的Lipschitz连续性,并提供了一个明确的Lipschitz界线,可用于推断已知握点附近的握点的稳定性。我们将Q - l视为Q的下界估计,并描述了一种计算上限Q + 的算法。我们提供了与Q和Q - l相关的最坏情况的误差范围。此外,我们开发了一种新颖的抓取假设拒绝算法,该算法可以比当前实现更快地排除不稳定的抓取。我们的算法基于抓地质量评估问题作为优化问题的表述,我们展示了如何使用我们的算法来提高基于采样的抓地假设生成方法的效率。

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