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.
Authors
- Gustavo de Veciana (ORCID: https://orcid.org/0000-0002-1498-494X)
- Heasung Kim (ORCID: https://orcid.org/0000-0003-3860-8962)
- Hyeji Kim (ORCID: https://orcid.org/0000-0002-2256-5729)
Institutions
- The University of Texas at Austin (US)
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
Funders
- National Science Foundation
- Office of Naval Research
- Army Research Office