Hybrid Precoder Design for Cache-Enabled Millimeter-Wave Radio Access Networks

In this paper, we study the design of a hybrid precoder, consisting of an analog and a digital precoder, for the delivery phase of downlink cache-enabled millimeter-wave (mm-wave) radio access networks (CeMm-RANs). In CeMm-RANs, enhanced remote radio heads (eRRHs), which are equipped with local cache and baseband signal processing capabilities in addition to the basic functionalities of conventional RRHs, are connected to the baseband processing unit via fronthaul links. Two different fronthaul information transfer strategies are considered, namely, hard fronthaul information transfer, where hard information of uncached requested files is transmitted via the fronthaul links to a subset of eRRHs, and soft fronthaul information transfer, where the fronthaul links are used to transmit quantized baseband signals of uncached requested files. The hybrid precoder is optimized for maximization of the minimum user rate under a fronthaul capacity constraint, an eRRH transmit power constraint, and a constant-modulus constraint on the analog precoder. The resulting optimization problem is non-convex, and hence, the global optimal solution is difficult to obtain. Therefore, convex approximation methods are employed to tackle the non-convexity of the achievable user rate, the fronthaul capacity constraint, and the constant modulus constraint on the analog precoder. Then, an effective algorithm with provable convergence is developed to solve the approximated optimization problem. The simulation results are provided to evaluate the performance of the proposed algorithms, where fully digital precoding is used as the benchmark. The results reveal that except for the case of a large fronthaul link capacity, soft fronthaul information transfer is preferable for CeMm-RANs. Furthermore, surprisingly, hybrid precoding outperforms fully digital precoding with soft fronthaul information transfer for medium-to-large file sizes and fronthaul capacity limited mm-wave cloud RANs.

[1]  Hai Lin,et al.  Spatial- and Frequency-Wideband Effects in Millimeter-Wave Massive MIMO Systems , 2017, IEEE Transactions on Signal Processing.

[2]  Wei Yu,et al.  Energy Efficiency of Downlink Transmission Strategies for Cloud Radio Access Networks , 2016, IEEE Journal on Selected Areas in Communications.

[3]  J. Bibby Axiomatisations of the average and a further generalisation of monotonic sequences , 1974, Glasgow Mathematical Journal.

[4]  Jiaheng Wang,et al.  Codebook-Based Hybrid Precoding for Millimeter Wave Multiuser Systems , 2017, IEEE Transactions on Signal Processing.

[5]  Dario Pompili,et al.  Collaborative Mobile Edge Computing in 5G Networks: New Paradigms, Scenarios, and Challenges , 2016, IEEE Communications Magazine.

[6]  Zhi-Quan Luo,et al.  An iteratively weighted MMSE approach to distributed sum-utility maximization for a MIMO interfering broadcast channel , 2011, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[7]  Jiangzhou Wang,et al.  Joint Precoding and RRH Selection for User-Centric Green MIMO C-RAN , 2017, IEEE Transactions on Wireless Communications.

[8]  Inkyu Lee,et al.  Joint Design of Fronthaul and Access Links for C-RAN With Wireless Fronthauling , 2016, IEEE Signal Processing Letters.

[9]  Ming Xiao,et al.  Millimeter Wave Communications for Future Mobile Networks , 2017, IEEE Journal on Selected Areas in Communications.

[10]  Wei Yu,et al.  Cloud radio access network: Virtualizing wireless access for dense heterogeneous systems , 2015, Journal of Communications and Networks.

[11]  Wei Yu,et al.  Content-Centric Sparse Multicast Beamforming for Cache-Enabled Cloud RAN , 2015, IEEE Transactions on Wireless Communications.

[12]  Inkyu Lee,et al.  Joint design of digital and analog processing for downlink C-RAN with large-scale antenna arrays , 2017, 2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[13]  John M. Cioffi,et al.  Weighted Sum-Rate Maximization Using Weighted MMSE for MIMO-BC Beamforming Design , 2008, 2009 IEEE International Conference on Communications.

[14]  Sujit Dey,et al.  Video-Aware Scheduling and Caching in the Radio Access Network , 2014, IEEE/ACM Transactions on Networking.

[15]  Shlomo Shamai,et al.  Joint optimization of cloud and edge processing for fog radio access networks , 2016, 2016 IEEE International Symposium on Information Theory (ISIT).

[16]  Abbas El Gamal,et al.  Network Information Theory , 2021, 2021 IEEE 3rd International Conference on Advanced Trends in Information Theory (ATIT).

[17]  C. Balanis Antenna theory , 1982 .

[18]  Ivan Stojmenovic,et al.  The Fog computing paradigm: Scenarios and security issues , 2014, 2014 Federated Conference on Computer Science and Information Systems.

[19]  Stephen P. Boyd,et al.  Convex Optimization , 2004, Algorithms and Theory of Computation Handbook.

[20]  Salman Durrani,et al.  Joint Optimization of User Association, Data Delivery Rate and Precoding for Cache-Enabled F-RANs , 2017, GLOBECOM 2017 - 2017 IEEE Global Communications Conference.

[21]  Robert W. Heath,et al.  Spatially Sparse Precoding in Millimeter Wave MIMO Systems , 2013, IEEE Transactions on Wireless Communications.

[22]  Khaled Ben Letaief,et al.  Backhaul-Aware Caching Placement for Wireless Networks , 2014, 2015 IEEE Global Communications Conference (GLOBECOM).

[23]  Xiaodai Dong,et al.  Near-Optimal Hybrid Processing for Massive MIMO Systems via Matrix Decomposition , 2015, IEEE Transactions on Signal Processing.

[24]  Wei Yu,et al.  Fronthaul Compression and Transmit Beamforming Optimization for Multi-Antenna Uplink C-RAN , 2016, IEEE Transactions on Signal Processing.

[25]  AKHIL GUPTA,et al.  A Survey of 5G Network: Architecture and Emerging Technologies , 2015, IEEE Access.

[26]  Robert W. Heath,et al.  Dynamic Subarrays for Hybrid Precoding in Wideband mmWave MIMO Systems , 2016, IEEE Transactions on Wireless Communications.

[27]  Shlomo Shamai,et al.  Fronthaul Compression and Precoding Design for C-RANs Over Ergodic Fading Channels , 2014, IEEE Transactions on Vehicular Technology.

[28]  Jeongho Kwak,et al.  Hybrid Content Caching in 5G Wireless Networks: Cloud Versus Edge Caching , 2018, IEEE Transactions on Wireless Communications.

[29]  Wei Yu,et al.  Optimized Base-Station Cache Allocation for Cloud Radio Access Network With Multicast Backhaul , 2018, IEEE Journal on Selected Areas in Communications.

[30]  Yongming Huang,et al.  Energy-Efficient Transceiver Design for Hybrid Sub-Array Architecture MIMO Systems , 2017, IEEE Access.

[31]  Fernando M. L. Tavares,et al.  5G small cell optimized radio design , 2013, 2013 IEEE Globecom Workshops (GC Wkshps).

[32]  Shajahan Kutty,et al.  Beamforming for Millimeter Wave Communications: An Inclusive Survey , 2016, IEEE Communications Surveys & Tutorials.

[33]  Xiaofei Wang,et al.  Cache in the air: exploiting content caching and delivery techniques for 5G systems , 2014, IEEE Communications Magazine.

[34]  Yongming Huang,et al.  Two-Level Transmission Scheme for Cache-Enabled Fog Radio Access Networks , 2019, IEEE Transactions on Communications.

[35]  Mugen Peng,et al.  Fog-computing-based radio access networks: issues and challenges , 2015, IEEE Network.

[36]  Wolfgang Rave,et al.  Hybrid Beamforming Based on Implicit Channel State Information for Millimeter Wave Links , 2017, IEEE Journal of Selected Topics in Signal Processing.

[37]  Alex Reznik,et al.  Mobile Edge Cloud System: Architectures, Challenges, and Approaches , 2018, IEEE Systems Journal.

[38]  Shlomo Shamai,et al.  Joint Precoding and Multivariate Backhaul Compression for the Downlink of Cloud Radio Access Networks , 2013, IEEE Transactions on Signal Processing.

[39]  Theodore S. Rappaport,et al.  Millimeter Wave Mobile Communications for 5G Cellular: It Will Work! , 2013, IEEE Access.

[40]  François Gagnon,et al.  Optimal Joint Remote Radio Head Selection and Beamforming Design for Limited Fronthaul C-RAN , 2017, IEEE Transactions on Signal Processing.

[41]  Robert W. Heath,et al.  An Overview of Signal Processing Techniques for Millimeter Wave MIMO Systems , 2015, IEEE Journal of Selected Topics in Signal Processing.

[42]  Michael S. Berger,et al.  Cloud RAN for Mobile Networks—A Technology Overview , 2015, IEEE Communications Surveys & Tutorials.

[43]  Theodore S. Rappaport,et al.  Broadband Millimeter-Wave Propagation Measurements and Models Using Adaptive-Beam Antennas for Outdoor Urban Cellular Communications , 2013, IEEE Transactions on Antennas and Propagation.

[44]  Stephen J. Wright,et al.  Primal-Dual Interior-Point Methods , 1997 .

[45]  Abdellatif Zaidi,et al.  On Achievability for Downlink Cloud Radio Access Networks with Base Station Cooperation , 2016, 2017 IEEE Wireless Communications and Networking Conference (WCNC).

[46]  Gordon P. Wright,et al.  Technical Note - A General Inner Approximation Algorithm for Nonconvex Mathematical Programs , 1978, Oper. Res..

[47]  Ying Wang,et al.  5G Spectrum: is china ready? , 2015, IEEE Communications Magazine.