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https://doi.org/10.1109/wcnc57...
Article . 2024 . Peer-reviewed
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Pilot Length Optimization With RS-LS Channel Estimation for Extremely Large Aperture Arrays

Authors: Demir, Özlem Tuğfe; Björnson, E.; Alicioǧlu, M.;

Pilot Length Optimization With RS-LS Channel Estimation for Extremely Large Aperture Arrays

Abstract

Extremely large aperture arrays can enable unprecedented spatial multiplexing in beyond 5G systems due to their extremely narrow beamfocusing capabilities. However, acquiring the spatial correlation matrix to enable efficient channel estimation is a complex task due to the vast number of antenna dimensions. Recently, a new estimation method called the "reduced-subspace least squares (RS-LS) estimator" has been proposed for densely packed arrays. This method relies solely on the geometry of the array to limit the estimation resources. In this paper, we address a gap in the existing literature by deriving the average spectral efficiency for a certain distribution of user equipments (UEs) and a lower bound on it when using the RS-LS estimator. This bound is determined by the channel gain and the statistics of the normalized spatial correlation matrices of potential UEs but, importantly, does not require knowledge of a specific UE's spatial correlation matrix. We establish that there exists a pilot length that maximizes this expression. Additionally, we derive an approximate expression for the optimal pilot length under low signal-to-noise ratio (SNR) conditions. Simulation results validate the tightness of the derived lower bound and the effectiveness of using the optimized pilot length.

Comment: Accepted to be presented in IEEE WCNC 2024

Keywords

pilot length optimization, Signal to noise ratio, Computer Science - Information Theory, Large aperture, Spatial correlation matrix, channel estimation, holographic massive MIMO, Aperture arrays, Extremely large aperture array, Channel estimation, Low bound, Least squares approximations, Least-square estimators, 5G mobile communication systems, Holographic massive MIMO, User equipments, Antennas, Pilot length optimization, Spectrum efficiency, Electrical Engineering and Systems Science - Signal Processing, Optimisations

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
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