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Joint Design of Fronthauling and Hybrid Beamforming for Downlink C-RAN Systems

Authors
Kim, JaeinPark, Seok-HwanSimeone, OsvaldoLee, InkyuShamai (Shitz), Shlomo
Issue Date
Jun-2019
Publisher
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
Keywords
Cloud-RAN; massive MIMO; hybrid beamforming; fronthaul compression; imperfect CSI
Citation
IEEE TRANSACTIONS ON COMMUNICATIONS, v.67, no.6, pp.4423 - 4434
Indexed
SCIE
SCOPUS
Journal Title
IEEE TRANSACTIONS ON COMMUNICATIONS
Volume
67
Number
6
Start Page
4423
End Page
4434
URI
https://scholar.korea.ac.kr/handle/2021.sw.korea/65205
DOI
10.1109/TCOMM.2019.2903142
ISSN
0090-6778
Abstract
Hybrid beamforming is known to be a cost-effective and wide-spread solution for a system with large-scale antenna arrays. This paper studies the optimization of the analog and digital components of the hybrid beamforming solution for remote radio heads (RRHs) in a downlink cloud radio access network architecture. Digital processing is carried out at a baseband processing unit (BBU) in the "cloud," and the precoded baseband signals are quantized prior to transmission to the RRHs via finite-capacity fronthaul links. In this system, we consider two different channel state information (CSI) scenarios: 1) ideal CSI at the BBU and 2) imperfect effective CSI. The optimization of digital beamforming and fronthaul quantization strategies at the BBU as well as analog radio-frequency (RF) beamforming at the RRHs is a coupled problem since the effect of the quantization noise at the receiver depends on the precoding matrices. The resulting joint optimization problem is examined with the goal of maximizing the weighted downlink sum-rate and the network energy efficiency. Fronthaul capacity and per-RRH power constraints are enforced along with constant modulus constraint on the RF beamforming matrices. For the case of perfect CSI, a block coordinate descent scheme is proposed based on the weighted minimum-mean-square-error approach by relaxing the constant modulus constraint of the analog beamformer. Also, we present the impact of imperfect CSI on the weighted sum-rate and network energy efficiency performance, and the algorithm is extended by applying the sample average approximation. The numerical results confirm the effectiveness of the proposed scheme and show that the proposed algorithm is robust to estimation errors.
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