Narrow Passage Path Planning using Collision Constraint Interpolation

Fuente: arXiv
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Autores principales: Lee, Minji, Lee, Jeongmin, Lee, Dongjun
Formato: Preprint
Publicado: 2024
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author Lee, Minji
Lee, Jeongmin
Lee, Dongjun
author_facet Lee, Minji
Lee, Jeongmin
Lee, Dongjun
contents Narrow passage path planning is a prevalent problem from industrial to household sites, often facing difficulties in finding feasible paths or requiring excessive computational resources. Given that deep penetration into the environment can cause optimization failure, we propose a framework to ensure feasibility throughout the process using a series of subproblems tailored for narrow passage problem. We begin by decomposing the environment into convex objects and initializing collision constraints with a subset of these objects. By continuously interpolating the collision constraints through the process of sequentially introducing remaining objects, our proposed framework generates subproblems that guide the optimization toward solving the narrow passage problem. Several examples are presented to demonstrate how the proposed framework addresses narrow passage path planning problems.
format Preprint
id arxiv_https___arxiv_org_abs_2410_20697
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Narrow Passage Path Planning using Collision Constraint Interpolation
Lee, Minji
Lee, Jeongmin
Lee, Dongjun
Robotics
Narrow passage path planning is a prevalent problem from industrial to household sites, often facing difficulties in finding feasible paths or requiring excessive computational resources. Given that deep penetration into the environment can cause optimization failure, we propose a framework to ensure feasibility throughout the process using a series of subproblems tailored for narrow passage problem. We begin by decomposing the environment into convex objects and initializing collision constraints with a subset of these objects. By continuously interpolating the collision constraints through the process of sequentially introducing remaining objects, our proposed framework generates subproblems that guide the optimization toward solving the narrow passage problem. Several examples are presented to demonstrate how the proposed framework addresses narrow passage path planning problems.
title Narrow Passage Path Planning using Collision Constraint Interpolation
topic Robotics
url https://arxiv.org/abs/2410.20697