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Long-range accurate ranging of millimeter-wave retro-reflective tags in high mobility

Published: 16 March 2022 Publication History
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  • Abstract

    In this paper, we demonstrate Adaptive Millimetro as an extension of Millimetro, an ultra-low power millimeter-wave (mmWave) retro-reflector presented in [1], for high mobility scenarios. Adaptive Millimetro makes use of automotive radars and enables communication with and accurate localization of roadside infrastructure overextended distances (i.e. >100m). Millimetro achieves this by designing ultra-low-power retro-reflective tags that operate in the mmWave frequency band and can be embedded in road signs, pavements, bi-cycles, or even the clothing of pedestrians. Millimetro addresses the severe path loss problem of mmWave signals by combining coding gain and retro-reflective antenna front-end to achieve long-range operation. However, highly mobile scenarios may still experience unreliable performance due to the Doppler effect changing the received signals. In this paper, we demonstrate a simple solution for robust localization in high mobility by implementing a Moving Target Indication (MTI) filter and an adaptive Kalman filter. We also present an augmented reality app, as an in-car AR platform, that uses Adaptive Millimetro’s algorithms to estimate the tag positions and overlay a virtual box at the estimated locations.

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    References

    [1]
    E. Soltanaghaei, A. Prabhakara, A. Balanuta, M. Anderson, J. M. Rabaey, S. Kumar, and A. Rowe, “Millimetro: mmwave retro-reflective tags for accurate, long range localization,” in Proceedings of the 27th Annual International Conference on Mobile Computing and Networking, pp. 69–82, 2021.
    [2]
    L. C. Van Atta, “Electromagnetic reflector,” Oct. 6 1959. US Patent 2,908,002.
    [3]
    R. Mehra, “On the identification of variances and adaptive kalman filtering,” IEEE Transactions on Automatic Control, vol. 15, no. 2, pp. 175–184, 1970.
    [4]
    G. J. McLachlan, “Mahalanobis distance,” Resonance, vol. 4, no. 6, pp. 20–26, 1999.
    [5]
    N. Pereira, A. Rowe, M. Farb, I. Liang, E. Lu, and E. Riebling, “Arena: The augmented reality edge networking architecture,” in 2021 International Symposium on Mixed and Augmented Reality (ISMAR), 2021.

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    cover image ACM Conferences
    MobiCom '21: Proceedings of the 27th Annual International Conference on Mobile Computing and Networking
    October 2021
    887 pages
    ISBN:9781450383424
    DOI:10.1145/3447993
    Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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    Published: 16 March 2022

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