Joint Long-Term Cache Allocation and Short-Term Content Delivery in Green Cloud Small Cell Networks

Recent years have witnessed an exponential growth of mobile data traffic, which may lead to a serious traffic burn on the wireless networks and considerable power consumption. Network densification and edge caching are effective approaches to addressing these challenges. In this study, we investigate joint long-term cache allocation and short-term content delivery in cloud small cell networks (C-SCNs), where multiple small-cell BSs (SBSs) are connected to the central processor via fronthaul and can store popular contents so as to reduce the duplicated transmissions in networks. Accordingly, a long-term power minimization problem is formulated by jointly optimizing multicast beamforming, BS clustering, and cache allocation under quality of service (QoS) and storage constraints. The resultant mixed timescale design problem is an anticausal problem because the optimal cache allocation depends on the future file requests. To handle it, a two-stage optimization scheme is proposed by utilizing historical knowledge of users' requests and channel state information. Specifically, the online content delivery design is tackled with a penalty-based approach, and the periodic cache updating is optimized with a distributed alternating method. Simulation results indicate that the proposed scheme significantly outperforms conventional schemes and performs extremely close to a genie-aided lower bound in the low caching region.

[1]  Pak-Chung Ching,et al.  Content Delivery Design for Cache-Aided Cloud Radio Access Network to Achieve Low Latency , 2018, 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[2]  Xiaofei Wang,et al.  Hierarchical Edge Caching in Device-to-Device Aided Mobile Networks: Modeling, Optimization, and Design , 2018, IEEE Journal on Selected Areas in Communications.

[3]  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).

[4]  Alexandros G. Dimakis,et al.  FemtoCaching: Wireless video content delivery through distributed caching helpers , 2011, 2012 Proceedings IEEE INFOCOM.

[5]  Yuanming Shi,et al.  Layered Group Sparse Beamforming for Cache-Enabled Green Wireless Networks , 2017, IEEE Transactions on Communications.

[6]  Stephen P. Boyd,et al.  Variations and extension of the convex–concave procedure , 2016 .

[7]  Xiaofei Wang,et al.  Resource allocation for cache-enabled cloud-based small cell networks , 2018, Comput. Commun..

[8]  Symeon Chatzinotas,et al.  Latency Minimization for Content Delivery Networks with Wireless Edge Caching , 2018, 2018 IEEE International Conference on Communications (ICC).

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

[10]  Vincent W. S. Wong,et al.  Cache-Enabled Physical Layer Security for Video Streaming in Backhaul-Limited Cellular Networks , 2017, IEEE Transactions on Wireless Communications.

[11]  Yangyang Zhang,et al.  Coding, Multicast, and Cooperation for Cache- Enabled Heterogeneous Small Cell Networks , 2017, IEEE Transactions on Wireless Communications.

[12]  Jiaheng Wang,et al.  Cross-Layer Optimization of Fast Video Delivery in Cache- and Buffer-Enabled Relaying Networks , 2017, IEEE Transactions on Vehicular Technology.

[13]  Sandy Irani,et al.  Cost-Aware WWW Proxy Caching Algorithms , 1997, USENIX Symposium on Internet Technologies and Systems.