Fundamental Limits to Exploiting Side Information for CSI Feedback in Wireless Systems

In modern wireless systems, the feedback of DownLink (DL) Channel State Information (CSI) from User Equipment (UE) to Base Stations (BS) may require substantial computational and feedback bandwidth overheads. A promising approach to improve feedback efficiency is to leverage side information which is correlated to DL CSI. Despite potential of doing so, critical aspects remain underexplored in current research, particularly the quantification of the benefits and the inherent limitations of utilizing side information. This paper addresses these gaps by introducing a novel algorithm to compute the rate-distortion function for general compression scenarios incorporating side information. We apply this algorithm to the DL CSI feedback problem having UL CSI as the side information and generate rate-distortion functions. Using the estimated rate-distortion functions, we measure the gain of side information over diverse feedback rates and UE mobility profiles. The results reveal that the benefits of leveraging side information are particularly significant for UEs characterized by high mobility and constrained to operate at low feedback overheads.

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Publication Details

Journal
IEEE Journal on Selected Areas in Communications
Published
2025-04-09
DOI
https://doi.org/10.1109/jsac.2025.3559165
Citations
1
Primary Topic
Wireless Communication Security Techniques
Type
article
Field-Weighted Citation Impact
0.73

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article

Fundamental Limits to Exploiting Side Information for CSI Feedback in Wireless Systems

Gustavo de Veciana, Heasung Kim, Hyeji Kim
1 citations
IEEE Journal on Selected Areas in Communications
Wireless Communication Security Techniques
0.73
article

Fundamental Limits to Exploiting Side Information for CSI Feedback in Wireless Systems

Gustavo de Veciana, Heasung Kim, Hyeji Kim
article en
1 citations

Abstract

In modern wireless systems, the feedback of DownLink (DL) Channel State Information (CSI) from User Equipment (UE) to Base Stations (BS) may require substantial computational and feedback bandwidth overheads. A promising approach to improve feedback efficiency is to leverage side information which is correlated to DL CSI. Despite potential of doing so, critical aspects remain underexplored in current research, particularly the quantification of the benefits and the inherent limitations of utilizing side information. This paper addresses these gaps by introducing a novel algorithm to compute the rate-distortion function for general compression scenarios incorporating side information. We apply this algorithm to the DL CSI feedback problem having UL CSI as the side information and generate rate-distortion functions. Using the estimated rate-distortion functions, we measure the gain of side information over diverse feedback rates and UE mobility profiles. The results reveal that the benefits of leveraging side information are particularly significant for UEs characterized by high mobility and constrained to operate at low feedback overheads.

IEEE Journal on Selected Areas in CommunicationsVol. 43(7)
The University of Texas at Austin (US)
National Science Foundation, Office of Naval Research, Army Research Office
Openalex Percentile: Top 30%
Wireless Communication Security Techniques
0.73
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