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

被引:1
作者
Kim, Heasung [1 ]
de Veciana, Gustavo [1 ]
Kim, Hyeji [1 ]
机构
[1] Univ Texas Austin, Dept Elect & Comp Engn, Austin, TX 78712 USA
基金
美国国家科学基金会;
关键词
Rate-distortion; Decoding; Estimation; Distortion; Computational modeling; Switches; Image coding; Iterative methods; Accuracy; Training; Channel state information; compression; coding; feedback; rate-distortion; side information; MIMO; FDD; RATE-DISTORTION FUNCTION; MIMO; COMPRESSION; QUANTIZATION; CAPACITY;
D O I
10.1109/JSAC.2025.3559165
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:2417 / 2430
页数:14
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