Joint beamforming and network topology optimization of green cloud radio access networks

Cloud radio access networks (C-RAN) are a promising technology to enable the ambitious vision of the fifth-generation (5G) communication networks. In spite of the potential benefits of C-RAN, the operational costs are still a challenging issue, mainly due to the centralized processing scheme and the large number of operating remote radio head (RRH) connecting to the cloud. In this work we consider a setup in which a C-RAN is powered partially with a set of renewable energy sources (RESs), our aim is to minimize the processing/backhauling costs at the cloud center as well as the transmission power at the RRHs, while satisfying some user quality of service (QoS). This problem is first formulated as a mixed integer non linear program (MINLP) with a large number of optimization variables. The underlying NLP is non-convex, though we address this issue through reformulating the problem using the mean squared error (MSE)-rate relation. To account to the large-scale of the problem, we introduce slack variables to decompose the reformulated (MINLP) and enable the application of a distributed optimization framework by using the alternating direction method of multipliers (ADMM) algorithm.

[1]  Stephen P. Boyd,et al.  Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers , 2011, Found. Trends Mach. Learn..

[2]  Zhi-Quan Luo,et al.  Linear transceiver design for a MIMO interfering broadcast channel achieving max-min fairness , 2011, 2011 Conference Record of the Forty Fifth Asilomar Conference on Signals, Systems and Computers (ASILOMAR).

[3]  Tony Q. S. Quek,et al.  Cross-layer resource allocation in cloud radio access network , 2014, 2014 IEEE Global Conference on Signal and Information Processing (GlobalSIP).

[4]  Dirk Wübben,et al.  Cloud technologies for flexible 5G radio access networks , 2014, IEEE Communications Magazine.

[5]  Yong Cheng,et al.  Joint Network Optimization and Downlink Beamforming for CoMP Transmissions Using Mixed Integer Conic Programming , 2013, IEEE Transactions on Signal Processing.

[6]  Xin Wang,et al.  Robust Smart-Grid-Powered Cooperative Multipoint Systems , 2015, IEEE Transactions on Wireless Communications.

[7]  Xu Li,et al.  Min Flow Rate Maximization for Software Defined Radio Access Networks , 2013, IEEE Journal on Selected Areas in Communications.

[8]  Tony Q. S. Quek,et al.  Cross-Layer Resource Allocation With Elastic Service Scaling in Cloud Radio Access Network , 2015, IEEE Transactions on Wireless Communications.

[9]  Wei Yu,et al.  Multi-Cell MIMO Cooperative Networks: A New Look at Interference , 2010, IEEE Journal on Selected Areas in Communications.

[10]  Jie Xu,et al.  Cooperative Energy Trading in CoMP Systems Powered by Smart Grids , 2016, IEEE Transactions on Vehicular Technology.