Novel Direction-of-Arrival-Based Localization in Massive DECT-2020 5G NR Networks
Troccoli, Tiago; Damsgaard, Hans Jakob; Lohan, Elena Simona; Ometov, Aleksandr; Nurmi, Jari (2024)
Avaa tiedosto
Lataukset:
Troccoli, Tiago
Damsgaard, Hans Jakob
Lohan, Elena Simona
Ometov, Aleksandr
Nurmi, Jari
2024
IEEE Internet of Things Journal
Julkaisun pysyvä osoite on
https://urn.fi/URN:NBN:fi:tuni-202410249458
https://urn.fi/URN:NBN:fi:tuni-202410249458
Kuvaus
Peer reviewed
Tiivistelmä
This research investigates an affordable, energy- efficient Direction-of-Arrival (DOA)-based localization solution for Digital Enhanced Cordless Telecommunications (DECT) 2020 New Radio (NR), a new standard lacking a native position- ing feature. This standard enables Massive Internet of Things (IoT) networks, a vast 5G network interconnecting an unparal- leled number of low-cost and battery-operated smart sensors. However, integrating DOA localization into such networks is challenging due to cost constraints and power limitations. We propose a potentially cost-effective solution using a single Radio- Frequency (RF) chain for uniform L-shaped antenna arrays. Each antenna takes turns sampling the Orthogonal Frequency Division Multiplexing (OFDM) signal via an RF switch, enabled by time-dividing the OFDM signal into sample and switch slots. Further, we introduce a novel DOA method optimized for single Line-of-Sight (LOS) OFDM signals and array sequential sam- pling. This method leverages the dual shift-invariant properties of L-shaped antenna arrays and the array frequency response to estimate azimuth and elevation angles. Experiments in an indoor environment reveal that at a Signal-to-Noise Ratio (SNR) of 15 dB, over 50% of data achieve sub-degree angular accuracy, increasing to 75% at 20 dB. Thus, over 50% of position estimations fall below the sub-meter error level at 15 dB SNR, rising to nearly 75% at 25 dB SNR. Our findings also indicate that halving the slot rate by proportionately reducing active subcarriers does not compromise accuracy. Experiments on the nRF52480 system-on-chip show the new DOA method is both fast and energy-efficient, taking only 0.76 – 2.26 ms and consuming 5.08 – 15.1 nWh.
Kokoelmat
- TUNICRIS-julkaisut [19385]