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センサ配置最適化arXiv:2103.10521

3D埋め込み曲面の大域的最適被覆に向けたセンサ配置

Sensor Placement for Globally Optimal Coverage of 3D-Embedded Surfaces

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3D空間内の2D曲面を対象に、可視性・最良被覆品質・累積品質の3定式化でセンサ被覆最適化を扱い、計算困難性を示した上で近似解法と数理計画モデルを提案・評価した論文。

著者: Si Wei Feng, Kai Gao, Jie Gong, Jingjin Yu

分類: cs.RO, math.OC

原文アブストラクト

We carry out a structural and algorithmic study of a mobile sensor coverage optimization problem targeting 2D surfaces embedded in a 3D workspace. The investigated settings model multiple important applications including camera network deployment for surveillance, geological monitoring/survey of 3D terrains, and UVC-based surface disinfection for the prevention of the spread of disease agents (e.g., SARS-CoV-2). Under a unified general "sensor coverage" problem, three concrete formulations are examined, focusing on optimizing visibility, single-best coverage quality, and cumulative quality, respectively. After demonstrating the computational intractability of all these formulations, we describe approximation schemes and mathematical programming models for near-optimally solving them. The effectiveness of our methods is thoroughly evaluated under realistic and practical scenarios.

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