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Fast Path Planning Through Large Collections of Safe Boxes

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arxiv 2305.01072 v2 pith:Y4AL7VD6 submitted 2023-05-01 cs.RO cs.SYeess.SY

classification cs.ROcs.SYeess.SY
keywords pathalgorithmboxessafefastfindinglargesmooth
verification ladder T0 review T1 audit T2 compute T3 formal
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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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Cited by 2 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Bezier Reachable Polytopes: Efficient Certificates for Robust Motion Planning with Layered Architectures

    cs.RO 2024-11 conditional novelty 6.0 of 10

    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.

  2. Dynamically Feasible Path Planning in Cluttered Environments via Reachable Bezier Polytopes

    cs.RO 2024-11 conditional novelty 5.0 of 10

    Reachable Bezier polytopes enable a real-time, layered path planner that produces dynamically feasible, collision-free paths, demonstrated on a 3D hopping robot.

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