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Fundamental Limitations in Performance and Interpretability of Common Planar Rigid-Body Contact Models

机译:公共平面刚体触点型号的性能和可解释性的基本限制

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Real-time planning, control, and state estimation play a central role in modern robotics. Many contemporary algorithms rely on accurate models of the dynamics of a robot as well as models of interactions of the robot with its environment. Dynamic frictional interaction between bodies is important to robotic systems undergoing contact, yet has proven to be a challenging phenomenon to model. Challenges include, but are not limited to, non-smooth dynamics (i.e., transitions from absence of contact to sticking/sliding contact), near-impulsive forces with large magnitudes, local deformations (e.g., difficult to predict elastic/plastic indentations), wave propagation through the bodies (e.g., vibrations along rods from impact), sensitivity to initial conditions, and acting friction - a complex phenomenon that emerges from the interactions between microscopic surface asperities - through necessarily coarse models.
机译:实时规划,控制和国家估计在现代机器人中发挥着核心作用。许多当代算法依赖于机器人动态的准确模型以及机器人与其环境的相互作用。身体之间的动态摩擦互动对于接触的机器人系统很重要,但已被证明是模型的具有挑战性的现象。挑战包括但不限于非平滑动力学(即,从没有接触到粘附/滑动触点的过渡),近脉冲的大小,局部变形(例如,难以预测弹性/塑料凹口),波传播通过体(例如,沿撞击杆的振动),对初始条件的敏感性,以及作用摩擦 - 一种复杂的现象,从微观表面粗糙度之间的相互作用中出现 - 通过必然粗略模型。

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