For layered planner-tracker control with Bezier reference trajectories, the set of feasible terminal conditions is a polytope, computable from a linear inequality on Bezier control points.
Fast Path Planning Through Large Collections of Safe Boxes
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abstract
We present a fast algorithm for the design of smooth paths (or trajectories) that are constrained to lie in a collection of axis-aligned boxes. We consider the case where the number of these safe boxes is large, and basic preprocessing of them (such as finding their intersections) can be done offline. At runtime we quickly generate a smooth path between given initial and terminal positions. Our algorithm designs trajectories that are guaranteed to be safe at all times, and detects infeasibility whenever such a trajectory does not exist. Our algorithm is based on two subproblems that we can solve very efficiently: finding a shortest path in a weighted graph, and solving (multiple) convex optimal-control problems. We demonstrate the proposed path planner on large-scale numerical examples, and we provide an efficient open-source software implementation, fastpathplanning.
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cs.RO 1years
2024 1verdicts
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Bezier Reachable Polytopes: Efficient Certificates for Robust Motion Planning with Layered Architectures
For layered planner-tracker control with Bezier reference trajectories, the set of feasible terminal conditions is a polytope, computable from a linear inequality on Bezier control points.