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Certifying Bimanual RRT Motion Plans in a Second

Alexandre Amice, Peter Werner, Russ Tedrake

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Abstract

We present an efficient method for certifying non- collision for piecewise-polynomial motion plans in algebraic reparametrizations of configuration space. Such motion plans include those generated by popular randomized methods in- cluding RRTs and PRMs, as well as those generated by many methods in trajectory optimization. Based on Sums-of-Squares optimization, our method provides exact, rigorous certificates of non-collision; it can never falsely claim that a motion plan containing collisions is collision-free. We demonstrate that our formulation is practical for real world deployment, certifying the safety of a twelve degree of freedom motion plan in just over a second. Moreover, the method is capable of discriminating the safety or lack thereof of two motion plans which differ by only millimeters.

Index terms

Collision Avoidance Motion and Path Planning Computational Geometry