Orienting deformable polygonal parts without sensors

Shawn M. Kristek, Dylan A. Shell
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引用次数: 21

Abstract

Sensorless part orienting has proven useful in manufacturing and automation, while the manipulation of deformable objects is an area of growing interest. Existing sensorless orienting techniques may produce forces which have the potential to damage deformable parts. We present an algorithm that, when provided a geometric description of the part and a deformation model, generates a plan to orient the part up to symmetry from any initial orientation. The solution exploits deformation of the object under certain configurations to help resolve ambiguity. The approach has several attractive features: (1) the resulting plan is a short sequence of such actions guaranteed to succeed for all initial configurations; (2) the algorithm operates even with a very simple model of deformation, but is extensible when specialized knowledge is available; (3) failure to find a feasible solution has precise semantics (e.g., inadequate manipulator precision). We validate the algorithm experimentally with a pair of low-precision robot manipulators, orienting 6 parts made of 4 types of materials, with the correct orientation being reached on 80% of the 192 trials. Careful analysis of the failures emphasizes the importance of low-friction conditions, that increased manipulator precision would be beneficial but is not necessary, and a simple deformation model can suffice. In addition to illustrating the feasibility of sensorless manipulation of deformable parts, we note that the algorithm has applications to manipulation of non-deformable parts without the pressure switch sensor employed in existing sensorless orienting strategies.
定向没有传感器的可变形多边形部件
无传感器零件定向已被证明在制造和自动化中是有用的,而可变形物体的操纵是一个越来越感兴趣的领域。现有的无传感器定向技术可能产生有可能损坏可变形部件的力。我们提出了一种算法,当提供零件的几何描述和变形模型时,生成一个计划,使零件从任何初始方向定向到对称。该解决方案利用对象在某些配置下的变形来帮助解决歧义。该方法有几个吸引人的特点:(1)结果计划是保证所有初始配置都成功的此类动作的短序列;(2)该算法即使在非常简单的变形模型下也能运行,但在有专业知识的情况下,该算法是可扩展的;(3)未能找到可行的解决方案具有精确的语义(例如,机械手精度不足)。我们用一对低精度机器人机械手对4种材料制成的6个零件进行了定向实验,验证了算法的正确性,在192次试验中,定向正确率达到80%。对故障的仔细分析强调了低摩擦条件的重要性,提高机械手精度是有益的,但不是必要的,一个简单的变形模型就足够了。除了说明无传感器操纵可变形零件的可行性外,我们还注意到该算法可应用于在现有无传感器定向策略中不使用压力开关传感器的情况下操纵非变形零件。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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