Energy-Efficient Resource Allocation Optimization for Multimedia Heterogeneous Cloud Radio Access Networks

The heterogeneous cloud radio access network (H-CRAN) is a promising paradigm that incorporates cloud computing into heterogeneous networks (HetNets), thereby taking full advantage of cloud radio access networks (C-RANs) and HetNets. Characterizing cooperative beamforming with fronthaul capacity and queue stability constraints is critical for multimedia applications to improve the energy efficiency (EE) in H-CRANs. An energy-efficient optimization objective function with individual fronthaul capacity and intertier interference constraints is presented in this paper for queue-aware multimedia H-CRANs. To solve this nonconvex objective function, a stochastic optimization problem is reformulated by introducing the general Lyapunov optimization framework. Under the Lyapunov framework, this optimization problem is equivalent to an optimal network-wide cooperative beamformer design algorithm with instantaneous power, average power, and intertier interference constraints, which can be regarded as a weighted sum EE maximization problem and solved by a generalized weighted minimum mean-square error approach. The mathematical analysis and simulation results demonstrate that a tradeoff between EE and queuing delay can be achieved, and this tradeoff strictly depends on the fronthaul constraint.

[1]  Stephen P. Boyd,et al.  Enhancing Sparsity by Reweighted ℓ1 Minimization , 2007, 0711.1612.

[2]  F. Richard Yu,et al.  Energy-Efficient Resource Allocation for Heterogeneous Cognitive Radio Networks with Femtocells , 2012, IEEE Transactions on Wireless Communications.

[3]  Jiandong Li,et al.  Dynamic Joint Resource Optimization for LTE-Advanced Relay Networks , 2013, IEEE Transactions on Wireless Communications.

[4]  Yuan Li,et al.  Heterogeneous cloud radio access networks: a new perspective for enhancing spectral and energy efficiencies , 2014, IEEE Wireless Communications.

[5]  Josef A. Nossek,et al.  Linear transmit processing in MIMO communications systems , 2005, IEEE Transactions on Signal Processing.

[6]  Meixia Tao,et al.  Distributed cross-layer resource allocation for statistical QoS provisioning in femtocell networks , 2013, 2013 IEEE International Conference on Communications (ICC).

[7]  Zhisheng Niu,et al.  Improving the Energy Efficiency of Two-Tier Heterogeneous Cellular Networks through Partial Spectrum Reuse , 2013, IEEE Transactions on Wireless Communications.

[8]  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).

[9]  Dimitri P. Bertsekas,et al.  Data Networks , 1986 .

[10]  Yuanming Shi,et al.  Group Sparse Beamforming for Green Cloud-RAN , 2013, IEEE Transactions on Wireless Communications.

[11]  Vincent K. N. Lau,et al.  Cache-Enabled Opportunistic Cooperative MIMO for Video Streaming in Wireless Systems , 2013, IEEE Transactions on Signal Processing.

[12]  H. Vincent Poor,et al.  Fronthaul-constrained cloud radio access networks: insights and challenges , 2015, IEEE Wireless Communications.

[13]  Geoffrey Ye Li,et al.  Energy-Efficient CoMP Precoding in Heterogeneous Networks , 2014, IEEE Transactions on Signal Processing.

[14]  Michael J. Neely,et al.  Opportunistic Cooperation in Cognitive Femtocell Networks , 2011, IEEE Journal on Selected Areas in Communications.

[15]  H. Vincent Poor,et al.  Energy-efficient resource allocation in wireless networks with quality-of-service constraints , 2007, IEEE Transactions on Communications.

[16]  Min Chen,et al.  Energy-Efficiency Optimization for MIMO-OFDM Mobile Multimedia Communication Systems With QoS Constraints , 2014, IEEE Transactions on Vehicular Technology.

[17]  Jing Yang,et al.  Trading Rate for Balanced Queue Lengths for Network Delay Minimization , 2011, IEEE Journal on Selected Areas in Communications.

[18]  Wei Yu,et al.  Sparse Beamforming and User-Centric Clustering for Downlink Cloud Radio Access Network , 2014, IEEE Access.

[19]  Yong Li,et al.  System architecture and key technologies for 5G heterogeneous cloud radio access networks , 2015, IEEE Netw..

[20]  Haohong Wang,et al.  Toward Blind Scheduling in Mobile Media Cloud: Fairness, Simplicity, and Asymptotic Optimality , 2013, IEEE Transactions on Multimedia.

[21]  Wei Yu,et al.  Sparse beamforming for limited-backhaul network MIMO system via reweighted power minimization , 2013, 2013 IEEE Global Communications Conference (GLOBECOM).

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

[23]  H. Vincent Poor,et al.  Energy Efficiency-Delay Tradeoffs in CDMA Networks: A Game-Theoretic Approach , 2009, IEEE Transactions on Information Theory.

[24]  Meixia Tao,et al.  MSE-Based Transceiver Designs for the MIMO Interference Channel , 2010, IEEE Transactions on Wireless Communications.

[25]  Xiaohu You,et al.  Energy- and Spectral-Efficiency Tradeoff for Distributed Antenna Systems with Proportional Fairness , 2013, IEEE Journal on Selected Areas in Communications.

[26]  Rui Zhang,et al.  Downlink and Uplink Energy Minimization Through User Association and Beamforming in C-RAN , 2014, IEEE Transactions on Wireless Communications.

[27]  Symeon Papavassiliou,et al.  User Optimal Throughput-Delay Trade-off in Multihop Networks Under NUM Framework , 2014, IEEE Communications Letters.

[28]  H. Vincent Poor,et al.  Inter-Tier Interference Suppression in Heterogeneous Cloud Radio Access Networks , 2015, IEEE Access.

[29]  Dimitri Ktenas,et al.  Energy efficient joint DTX and MIMO in cloud Radio Access Networks , 2012, 2012 IEEE 1st International Conference on Cloud Networking (CLOUDNET).

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

[31]  Shlomo Shamai,et al.  Linear Precoding and Equalization for Network MIMO With Partial Cooperation , 2012, IEEE Transactions on Vehicular Technology.

[32]  Vincent K. N. Lau,et al.  Joint Power and Antenna Selection Optimization in Large Cloud Radio Access Networks , 2013, IEEE Transactions on Signal Processing.

[33]  Vincent K. N. Lau,et al.  Large Deviation Delay Analysis of Queue-Aware Multi-User MIMO Systems With Two-Timescale Mobile-Driven Feedback , 2013, IEEE Transactions on Signal Processing.

[34]  John M. Cioffi,et al.  Weighted sum-rate maximization using weighted MMSE for MIMO-BC beamforming design , 2008, IEEE Trans. Wirel. Commun..

[35]  Takuro Sato,et al.  Energy Efficiency and Spectral Efficiency Tradeoff in Device-to-Device (D2D) Communications , 2014, IEEE Wireless Communications Letters.

[36]  Vincent K. N. Lau,et al.  Delay-optimal power and subcarrier allocation for OFDMA systems via stochastic approximation , 2009, IEEE Transactions on Wireless Communications.

[37]  Yonggang Wen,et al.  Cloud radio access network (C-RAN): a primer , 2015, IEEE Network.