日本フィジカルAI新聞

世界のフィジカルAIを、日本語で。

経路計画arXiv:1710.10089

2次元剛体の自由空間における経路連結性の分解に基づく推論手法

A Decomposition-Based Approach to Reasoning about Free Space Path-Connectivity for Rigid Objects in 2D

シェア:XThreadsFacebookLINEはてブBluesky

2次元作業空間における剛体の自由空間の経路連結成分を、構成空間を2次元スライスに分解しalpha複体で近似することで効率的に計算し、経路存在判定やケージング判定、狭通路幅の評価を行う手法を提案した。

著者: Anastasiia Varava, J. Frederico Carvalho, Danica Kragic, Florian T. Pokorny

分類: cs.RO

原文アブストラクト

In this paper, we compute a conservative approximation of the path-connected components of the free space of a rigid object in a 2D workspace in order to solve two closely related problems: to determine whether there exists a collision-free path between two given configurations, and to verify whether an object can escape arbitrarily far from its initial configuration -- i.e., whether the object is caged. Furthermore, we consider two quantitative characteristics of the free space: the volume of path-connected components and the width of narrow passages. To address these problems, we decompose the configuration space into a set of two-dimensional slices, approximate them as two-dimensional alpha-complexes, and then study the relations between them. This significantly reduces the computational complexity compared to a direct approximation of the free space. We implement our algorithm and run experiments in a three-dimensional configuration space of a simple object showing runtime of less than 2 seconds.

関連論文

  1. 1Boston Dynamics、車輪付きAtlasの研究試作機を紹介研究・技術
  2. 2GXOとApptronik、Apolloの物流現場試験を拡大 最大1,000台の展開を構想量産・展開
  3. 3newmoとKDDIが資本業務提携 2028年に堺市で自動運転タクシー商用化目指す提携・買収
  4. 4NVIDIA、CoRLでGR00T 2とIsaac Lab 3.0を発表新製品・発表
  5. 5UC BerkeleyとNVIDIAの研究者、AIエージェントでロボット制御コードを仮想環境で改善研究・技術

PR・アフィリエイト広告

MINISFORUM(ミニPC)

MINISFORUM(ミニPC)の公式広告バナーMINISFORUM公式ストアを見る ↗
PR本紙発行元 EmplifAI