Joint Localization, Synchronization and Mapping via Phase-Coherent Distributed Arrays
Extremely large-scale antenna array (ELAA) systems emerge as a promising technology in beyond 5G and 6G wireless networks to support the deployment of distributed architectures. This paper explores the use of ELAAs to enable joint localization, synchronization and mapping in sub-6 GHz uplink channel...
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Zusammenfassung: | Extremely large-scale antenna array (ELAA) systems emerge as a promising
technology in beyond 5G and 6G wireless networks to support the deployment of
distributed architectures. This paper explores the use of ELAAs to enable joint
localization, synchronization and mapping in sub-6 GHz uplink channels,
capitalizing on the near-field effects of phase-coherent distributed arrays. We
focus on a scenario where a single-antenna user equipment (UE) communicates
with a network of access points (APs) distributed in an indoor environment,
considering both specular reflections from walls and scattering from objects.
The UE is assumed to be unsynchronized to the network, while the APs can be
time- and phase-synchronized to each other. We formulate the problem of joint
estimation of location, clock offset and phase offset of the UE, and the
locations of scattering points (SPs) (i.e., mapping). Through comprehensive
Fisher information analysis, we assess the impact of bandwidth, AP array size,
wall reflections, SPs and phase synchronization on localization accuracy.
Furthermore, we derive the maximum-likelihood (ML) estimator, which optimally
combines the information collected by all the distributed arrays. To overcome
its intractable high dimensionality, we propose a novel three-step algorithm
that first estimates phase offset leveraging carrier phase information of
line-of-sight (LoS) paths, then determines the UE location and clock offset via
LoS paths and wall reflections, and finally locates SPs using a null-space
transformation technique. Simulation results demonstrate the effectiveness of
our approach in distributed architectures supported by radio stripes (RSs) --
an innovative alternative for implementing ELAAs -- while revealing the
benefits of carrier phase exploitation and showcasing the interplay between
delay and angular information under different bandwidth regimes. |
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DOI: | 10.48550/arxiv.2409.12478 |