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• W2890551212 abstract "Unmanned Aerial Vehicles (UAVs) represent a new frontier in a wide range of monitoring and research applications. To fully leverage their potential, a key challenge is planning missions for efficient data acquisition in complex environments. To address this issue, this article introduces a general Informative Path Planning (IPP) framework for monitoring scenarios using an aerial robot, focusing on problems in which the value of sensor information is unevenly distributed in a target area and unknown a priori . The approach is capable of learning and focusing on regions of interest via adaptation to map either discrete or continuous variables on the terrain using variable-resolution data received from probabilistic sensors. During a mission, the terrain maps built online are used to plan information-rich trajectories in continuous 3-D space by optimizing initial solutions obtained by a coarse grid search. Extensive simulations show that our approach is more efficient than existing methods. We also demonstrate its real-time application on a photorealistic mapping scenario using a publicly available dataset and demonstrate a proof of concept for an agricultural monitoring task." @default.
• W2890551212 created "2018-09-27" @default.
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• W2890551212 date "2018-09-08" @default.
• W2890551212 modified "2023-09-24" @default.
• W2890551212 title "An informative path planning framework for UAV-based terrain monitoring" @default.
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• W2890551212 doi "https://doi.org/10.48550/arxiv.1809.03870" @default.
• W2890551212 hasPublicationYear "2018" @default.
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