Papers
Topics
Authors
Recent
Gemini 2.5 Flash
Gemini 2.5 Flash
119 tokens/sec
GPT-4o
56 tokens/sec
Gemini 2.5 Pro Pro
43 tokens/sec
o3 Pro
6 tokens/sec
GPT-4.1 Pro
47 tokens/sec
DeepSeek R1 via Azure Pro
28 tokens/sec
2000 character limit reached

3D Self-Localization of Drones using a Single Millimeter-Wave Anchor (2310.08778v1)

Published 12 Oct 2023 in cs.RO, cs.SY, and eess.SY

Abstract: We present the design, implementation, and evaluation of MiFly, a self-localization system for autonomous drones that works across indoor and outdoor environments, including low-visibility, dark, and GPS-denied settings. MiFly performs 6DoF self-localization by leveraging a single millimeter-wave (mmWave) anchor in its vicinity - even if that anchor is visually occluded. MmWave signals are used in radar and 5G systems and can operate in the dark and through occlusions. MiFly introduces a new mmWave anchor design and mounts light-weight high-resolution mmWave radars on a drone. By jointly designing the localization algorithms and the novel low-power mmWave anchor hardware (including its polarization and modulation), the drone is capable of high-speed 3D localization. Furthermore, by intelligently fusing the location estimates from its mmWave radars and its IMUs, it can accurately and robustly track its 6DoF trajectory. We implemented and evaluated MiFly on a DJI drone. We demonstrate a median localization error of 7cm and a 90th percentile less than 15cm, even when the anchor is fully occluded (visually) from the drone.

Definition Search Book Streamline Icon: https://streamlinehq.com
References (26)
  1. Capturing the human figure through a wall. ACM Trans. Graph., 34(6), nov 2015.
  2. Robin Riedel Andrea Cornell, Sarina Mahan. Commercial drone deliveries are demonstrating continued momentum in 2023, 2023.
  3. Hawkeye: Hectometer-range subcentimeter localization for large-scale mmwave backscatter. In Proceedings of the 21st Annual International Conference on Mobile Systems, Applications and Services, MobiSys ’23, page 303–316, New York, NY, USA, 2023. Association for Computing Machinery.
  4. Orb-slam3: An accurate open-source library for visual, visual–inertial, and multimap slam. IEEE Transactions on Robotics, 37(6):1874–1890, 2021.
  5. Wi-drone: Wi-fi-based 6-dof tracking for indoor drone flight control. MobiSys ’22, page 56–68, New York, NY, USA, 2022. Association for Computing Machinery.
  6. Demo: In-flight localisation of micro-uavs using ultra-wide band. In Proceedings of the 2020 International Conference on Embedded Wireless Systems and Networks, EWSN ’20, page 186–188, USA, 2020. Junction Publishing.
  7. Pursuing drones with drones using millimeter wave radar. IEEE Robotics and Automation Letters, 5(3):4156–4163, 2020.
  8. A decade of uav docking stations: A brief overview of mobile and fixed landing platforms. Drones, 6(1):17, 2022.
  9. Simultaneous localization and mapping (slam) and data fusion in unmanned aerial vehicles: Recent advances and challenges. Drones, 6(4):85, 2022.
  10. Toolbox release: A wifi-based relative bearing sensor for robotics. arXiv preprint arXiv:2109.12205, 2021.
  11. arXiv preprint arXiv:2308.06479, 2023.
  12. Accurate indoor localization with zero start-up cost. In Proceedings of the 20th Annual International Conference on Mobile Computing and Networking, MobiCom ’14, page 483–494. Association for Computing Machinery, 2014.
  13. Michael J. de la Merced Lauren Hirsch. Fireworks have a new competitor: Drones, 2023.
  14. When a single chip becomes the rfid reader: An ultra-low-cost 60 ghz reader and mmid system for ultra-accurate 2d microlocalization. In 2021 IEEE International Conference on RFID (RFID).
  15. Graph-slam approach for indoor uav localization in warehouse logistics applications. In 2021 IEEE International Conference on Autonomous Robot Systems and Competitions (ICARSC), pages 4–11, 2021.
  16. Slocalization: Sub-uw ultra wideband backscatter localization. IPSN ’18, page 242–253. IEEE Press, 2018.
  17. Robust visual-lidar simultaneous localization and mapping system for uav. IEEE Geoscience and Remote Sensing Letters, 19:1–5, 2022.
  18. Uwb-based system for uav localization in gnss-denied environments: Characterization and dataset. In 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pages 4521–4528, 2020.
  19. Automatic navigation and landing of an indoor ar. drone quadrotor using aruco marker and inertial sensors. In 2017 International Conference on Computer and Drone Applications (IConDA), pages 102–107, 2017.
  20. Ishveena Singh. Skydio drones can now scan indoor spaces autonomously, 2023.
  21. Skydio. How drones are used for search and rescue, 2023.
  22. Millimetro: Mmwave retro-reflective tags for accurate, long range localization. In Proceedings of the 27th Annual International Conference on Mobile Computing and Networking, MobiCom ’21, page 69–82, New York, NY, USA, 2021. Association for Computing Machinery.
  23. Navion: A 2-mw fully integrated real-time visual-inertial odometry accelerator for autonomous navigation of nano drones. IEEE Journal of Solid-State Circuits, 54(4):1106–1119, 2019.
  24. Decimeter-level localization with a single wifi access point. NSDI’16, page 165–178, USA, 2016. USENIX Association.
  25. An integrated imu and uwb sensor based indoor positioning system. In 2017 International Conference on Indoor Positioning and Indoor Navigation (IPIN), pages 1–8, 2017.
  26. 3d motion capture of an unmodified drone with single-chip millimeter wave radar. In 2021 IEEE International Conference on Robotics and Automation (ICRA), pages 5186–5192. IEEE, 2021.
User Edit Pencil Streamline Icon: https://streamlinehq.com
Authors (5)
  1. Maisy Lam (1 paper)
  2. Laura Dodds (3 papers)
  3. Aline Eid (3 papers)
  4. Jimmy Hester (1 paper)
  5. Fadel Adib (5 papers)
Citations (2)

Summary

We haven't generated a summary for this paper yet.