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UAV-aided RF Mapping for Sensing and Connectivity in Wireless Networks

arXiv 2205.03335 ↗First posted 6 May 2022cs.IT cs.LG cs.NIcited by 0

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Abstract (arXiv)

The use of unmanned aerial vehicles (UAV) as flying radio access network (RAN) nodes offers a promising complement to traditional fixed terrestrial deployments. More recently yet still in the context of wireless networks, drones have also been envisioned for use as radio frequency (RF) sensing and localization devices. In both cases, the advantage of using UAVs lies in their ability to navigate themselves freely in 3D and in a timely manner to locations of space where the obtained network throughput or sensing performance is optimal. In practice, the selection of a proper location or trajectory for the UAV very much depends on local terrain features, including the position of surrounding radio obstacles. Hence, the robot must be able to map the features of its radio environment as it performs its data communication or sensing services. The challenges related to this task, referred here as radio mapping, are discussed in this paper. Its promises related to efficient trajectory design for autonomous radio-aware UAVs are highlighted, along with algorithm solutions. The advantages induced by radio-mapping in terms of connectivity, sensing, and localization performance are illustrated.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 7 of its 25 references that are in the map. First posted on arXiv 6 May 2022.

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7 of 25 references.

References · 7

  1. 2019RadioUNet: Fast Radio Map Estimation with Convolutional Neural Networkscited by 126
  2. 2021Active Learning in Robotics: A Review of Control Principlescited by 26
  3. 2019Radio Map Based 3D Path Planning for Cellular-Connected UAVcited by 24
  4. 2020A Comprehensive Overview on 5G-and-Beyond Networks with UAVs: From Communications to Sensing and Intelligencecited by 20
  5. 2016Learning Power Spectrum Maps from Quantized Power Measurementscited by 14
  6. 20206G White Paper on Localization and Sensingcited by 13
  7. 2019Radio-Map-Based Robust Positioning Optimization for UAV-Enabled Wireless Power Transfercited by 4

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