Doppler Exploitation in Bistatic mmWave Radio SLAM
Ge, Yu; Kaltiokallio, Ossi; Chen, Hui; Jiang, Fan; Talvitie, Jukka; Valkama, Mikko; Svensson, Lennart; Wymeersch, Henk (2022)
Ge, Yu
Kaltiokallio, Ossi
Chen, Hui
Jiang, Fan
Talvitie, Jukka
Valkama, Mikko
Svensson, Lennart
Wymeersch, Henk
2022
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Julkaisun pysyvä osoite on
https://urn.fi/URN:NBN:fi:tuni-202302152409
https://urn.fi/URN:NBN:fi:tuni-202302152409
Kuvaus
Peer reviewed
Tiivistelmä
<p>Networks in 5G and beyond utilize millimeter wave (mmWave) radio signals, large bandwidths, and large antenna arrays, which bring opportunities in jointly localizing the user equipment and mapping the propagation environment, termed as simultaneous localization and mapping (SLAM). Existing approaches mainly rely on delays and angles, and ignore the Doppler, although it contains geometric information. In this paper, we study the benefits of exploiting Doppler in SLAM through deriving the posterior Cramér-Rao bounds (PCRBs) and formulating the extended Kalman-Poisson multi-Bernoulli sequential filtering solution with Doppler as one of the involved measurements. Both theoretical PCRB analysis and simulation results demonstrate the efficacy of utilizing Doppler.</p>
Kokoelmat
- TUNICRIS-julkaisut [20709]