Integration of Networking, Caching, and Computing in Wireless Systems: A Survey, Some Research Issues, and Challenges

Since the recently emerging mobile applications have posed significant demands not only on high data rate but also on high caching and computing capabilities, the growth in communication capability alone is no longer sustainable for wireless networks. The integration of networking, caching, and computing functionalities into one system can provide not only native support for highly scalable and efficient content retrieval, but also powerful capability of data processing, hence reducing duplicate content transmissions and enabling swift executions of computationally intensive tasks. Despite the prospect of integrated networking, caching, and computing systems, a number of significant research challenges remain to be addressed prior to widespread deployment of integrated networking, caching, and computing systems, including latency requirement, interfaces, mobility management, resource and architecture tradeoffs, convergence, etc. In this paper, we provide a brief survey on some of the works that have been done to enable the integrated networking, caching, and computing system, and discuss several research challenges. We identify a number of important aspects of the integration of networking, caching, and computing: motivations, frameworks, performance metrics, enabling technologies, and challenges. At last, some broader perspectives are explored.

[1]  Victor C. M. Leung,et al.  Software Defined Networking, Caching, and Computing for Green Wireless Networks , 2016, IEEE Communications Magazine.

[2]  Sudip Misra,et al.  Assessment of the Suitability of Fog Computing in the Context of Internet of Things , 2018, IEEE Transactions on Cloud Computing.

[3]  Anass Benjebbour,et al.  Design considerations for a 5G network architecture , 2014, IEEE Communications Magazine.

[4]  F. Richard Yu,et al.  An Integrated Framework for Software Defined Networking, Caching, and Computing , 2017, IEEE Network.

[5]  Xiao Ma,et al.  Enhancement for content delivery with proximity communications in caching enabled wireless networks: architecture and challenges , 2016, IEEE Communications Magazine.

[6]  Haipeng Yao,et al.  Big Data Analytics in Mobile Cellular Networks , 2016, IEEE Access.

[7]  Murali S. Kodialam,et al.  To Rent or to Buy in the Presence of Statistical Information: The Constrained Ski-Rental Problem , 2015, IEEE/ACM Transactions on Networking.

[8]  R. M. A. P. Rajatheva,et al.  An Overview of Massive MIMO Technology Components in METIS , 2017, IEEE Communications Magazine.

[9]  Walid Saad,et al.  Context-Aware Small Cell Networks: How Social Metrics Improve Wireless Resource Allocation , 2015, IEEE Transactions on Wireless Communications.

[10]  Jiandong Li,et al.  Interference Mitigation for Femtocell Networks Via Adaptive Frequency Reuse , 2016, IEEE Transactions on Vehicular Technology.

[11]  Giuseppe Piro,et al.  Downlink Packet Scheduling in LTE Cellular Networks: Key Design Issues and a Survey , 2013, IEEE Communications Surveys & Tutorials.

[12]  F. Richard Yu,et al.  Virtual resource allocation in information-centric wireless virtual networks , 2015, 2015 IEEE International Conference on Communications (ICC).

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

[14]  Guochu Shou,et al.  Mobile Edge Computing: Progress and Challenges , 2016, 2016 4th IEEE International Conference on Mobile Cloud Computing, Services, and Engineering (MobileCloud).

[15]  Victor C. M. Leung,et al.  Deep-Reinforcement-Learning-Based Optimization for Cache-Enabled Opportunistic Interference Alignment Wireless Networks , 2017, IEEE Transactions on Vehicular Technology.

[16]  Ming Xiao,et al.  Efficient Scheduling and Power Allocation for D2D-Assisted Wireless Caching Networks , 2015, IEEE Transactions on Communications.

[17]  Tansu Alpcan,et al.  Fog Computing May Help to Save Energy in Cloud Computing , 2016, IEEE Journal on Selected Areas in Communications.

[18]  Geoffrey Ye Li,et al.  BDMA for Millimeter-Wave/Terahertz Massive MIMO Transmission With Per-Beam Synchronization , 2016, IEEE Journal on Selected Areas in Communications.

[19]  Wei Yu,et al.  Optimized Backhaul Compression for Uplink Cloud Radio Access Network , 2013, IEEE Journal on Selected Areas in Communications.

[20]  Shane Legg,et al.  Human-level control through deep reinforcement learning , 2015, Nature.

[21]  Bruno Sousa,et al.  Edge caching with mobility prediction in virtualized LTE mobile networks , 2017, Future Gener. Comput. Syst..

[22]  Yaohua Sun,et al.  Social-aware content downloading for fog radio access networks supported device-to-device communications , 2016, 2016 IEEE International Conference on Ubiquitous Wireless Broadband (ICUWB).

[23]  Depeng Jin,et al.  Vehicular Fog Computing: A Viewpoint of Vehicles as the Infrastructures , 2016, IEEE Transactions on Vehicular Technology.

[24]  Honggang Zhang,et al.  Network slicing as a service: enabling enterprises' own software-defined cellular networks , 2016, IEEE Communications Magazine.

[25]  Wenzhong Li,et al.  Efficient Multi-User Computation Offloading for Mobile-Edge Cloud Computing , 2015, IEEE/ACM Transactions on Networking.

[26]  Song Guo,et al.  Joint Optimization of Task Scheduling and Image Placement in Fog Computing Supported Software-Defined Embedded System , 2016, IEEE Transactions on Computers.

[27]  Eunyoung Jeong,et al.  Comparison of caching strategies in modern cellular backhaul networks , 2013, MobiSys '13.

[28]  Hamid R. Sadjadpour,et al.  Throughput Analysis of Decentralized Coded Content Caching in Cellular Networks , 2016, IEEE Transactions on Wireless Communications.

[29]  Jeongho Kwak,et al.  DREAM: Dynamic Resource and Task Allocation for Energy Minimization in Mobile Cloud Systems , 2015, IEEE Journal on Selected Areas in Communications.

[30]  Laizhong Cui,et al.  When big data meets software-defined networking: SDN for big data and big data for SDN , 2016, IEEE Network.

[31]  Geoffrey Ye Li,et al.  Fundamental trade-offs on green wireless networks , 2011, IEEE Communications Magazine.

[32]  Hao Liang,et al.  Optimal Workload Allocation in Fog-Cloud Computing Toward Balanced Delay and Power Consumption , 2016, IEEE Internet of Things Journal.

[33]  Dibakar Das,et al.  Co-Operative Caching in Dynamic Shared Spectrum Networks , 2016, IEEE Transactions on Wireless Communications.

[34]  Qianbin Chen,et al.  Computation Offloading and Resource Allocation in Wireless Cellular Networks With Mobile Edge Computing , 2017, IEEE Transactions on Wireless Communications.

[35]  Payam Maveddat,et al.  Enabling small cell deployment with HetNet , 2012 .

[36]  Hsiao-Hwa Chen,et al.  Wireless Resource Scheduling Based on Backoff for Multiuser Multiservice Mobile Cloud Computing , 2016, IEEE Transactions on Vehicular Technology.

[37]  Nan Zhao,et al.  Integrated Networking, Caching, and Computing for Connected Vehicles: A Deep Reinforcement Learning Approach , 2018, IEEE Transactions on Vehicular Technology.

[38]  Yuguang Fang,et al.  Spectrum Management for Proactive Video Caching in Information-Centric Cognitive Radio Networks , 2016, IEEE Journal on Selected Areas in Communications.

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

[40]  Diomidis Spinellis,et al.  A survey of peer-to-peer content distribution technologies , 2004, CSUR.

[41]  Guna Seetharaman,et al.  Incident-Supporting Visual Cloud Computing Utilizing Software-Defined Networking , 2017, IEEE Transactions on Circuits and Systems for Video Technology.

[42]  Hsiao-Hwa Chen,et al.  Mode Selection, Radio Resource Allocation, and Power Coordination in D2D Communications , 2017, IEEE Wireless Communications.

[43]  Peter Xiaoping Liu,et al.  When the Smart Grid Meets Energy-Efficient Communications: Green Wireless Cellular Networks Powered by the Smart Grid , 2012, IEEE Transactions on Wireless Communications.

[44]  Kaibin Huang,et al.  Energy Efficient Mobile Cloud Computing Powered by Wireless Energy Transfer , 2015, IEEE Journal on Selected Areas in Communications.

[45]  Ilyas Alper Karatepe,et al.  Big data caching for networking: moving from cloud to edge , 2016, IEEE Communications Magazine.

[46]  Rajkumar Buyya,et al.  Cloud-Based Augmentation for Mobile Devices: Motivation, Taxonomies, and Open Challenges , 2013, IEEE Communications Surveys & Tutorials.

[47]  F. Richard Yu,et al.  Industrial Internet: A Survey on the Enabling Technologies, Applications, and Challenges , 2017, IEEE Communications Surveys & Tutorials.

[48]  F. Richard Yu,et al.  Virtual Resource Allocation in Software-Defined Information-Centric Cellular Networks With Device-to-Device Communications and Imperfect CSI , 2016, IEEE Transactions on Vehicular Technology.

[49]  Xu Chen,et al.  Decentralized Computation Offloading Game for Mobile Cloud Computing , 2014, IEEE Transactions on Parallel and Distributed Systems.

[50]  M. Bennis,et al.  Caching Meets Millimeter Wave Communications for Enhanced Mobility Management in 5G Networks , 2017, IEEE Transactions on Wireless Communications.

[51]  Tao Zhang,et al.  Fog and IoT: An Overview of Research Opportunities , 2016, IEEE Internet of Things Journal.

[52]  Liviu Iftode,et al.  SocialCDN: Caching techniques for distributed social networks , 2012, 2012 IEEE 12th International Conference on Peer-to-Peer Computing (P2P).

[53]  Yonggang Wen,et al.  Optimal Transcoding and Caching for Adaptive Streaming in Media Cloud: an Analytical Approach , 2015, IEEE Transactions on Circuits and Systems for Video Technology.

[54]  Yuan Fei A NEW METHOD TO SUPPORT UMTS / WLAN VERTICAL HANDOVER USING SCTP , 2022 .

[55]  Vijay K. Bhargava,et al.  Energy Efficiency in Massive MIMO-Based 5G Networks: Opportunities and Challenges , 2015, IEEE Wireless Communications.

[56]  Peng Zhang,et al.  A Novel Architecture Based on Cloud Computing for Wireless Sensor Network , 2013 .

[57]  Liviu Iftode,et al.  Social Butterfly: Social Caches for Distributed Social Networks , 2011, 2011 IEEE Third Int'l Conference on Privacy, Security, Risk and Trust and 2011 IEEE Third Int'l Conference on Social Computing.

[58]  Deniz Gündüz,et al.  Wireless Content Caching for Small Cell and D2D Networks , 2016, IEEE Journal on Selected Areas in Communications.

[59]  Yonggang Wen,et al.  How Much to Coordinate? Optimizing In-Network Caching in Content-Centric Networks , 2015, IEEE Transactions on Network and Service Management.

[60]  Victor C. M. Leung,et al.  A Novel Sensory Data Processing Framework to Integrate Sensor Networks With Mobile Cloud , 2016, IEEE Systems Journal.

[61]  Jerome A. Rolia,et al.  Resource Contention Detection in Virtualized Environments , 2015, IEEE Transactions on Network and Service Management.

[62]  Gianluigi Ferrari,et al.  The IoT hub: a fog node for seamless management of heterogeneous connected smart objects , 2015, 2015 12th Annual IEEE International Conference on Sensing, Communication, and Networking - Workshops (SECON Workshops).

[63]  Mehdi Bennis,et al.  Big data meets telcos: A proactive caching perspective , 2015, Journal of Communications and Networks.

[64]  F. Richard Yu,et al.  A Survey of Green Information-Centric Networking: Research Issues and Challenges , 2015, IEEE Communications Surveys & Tutorials.

[65]  Min Chen,et al.  Software-Defined Network Function Virtualization: A Survey , 2015, IEEE Access.

[66]  Karim Djouani,et al.  A Survey of Resource Management Toward 5G Radio Access Networks , 2016, IEEE Communications Surveys & Tutorials.

[67]  Mazliza Othman,et al.  A Survey of Mobile Cloud Computing Application Models , 2014, IEEE Communications Surveys & Tutorials.

[68]  Nick McKeown,et al.  OpenFlow: enabling innovation in campus networks , 2008, CCRV.

[69]  Ren-Hung Hwang,et al.  A buffer-aware HTTP live streaming approach for SDN-enabled 5G wireless networks , 2015, IEEE Network.

[70]  Yue-Zhi Zhou,et al.  TranSim: A Simulation Framework for Cache-Enabled Transparent Computing Systems , 2016, IEEE Transactions on Computers.

[71]  Victor C. M. Leung,et al.  Software-Defined Networks with Mobile Edge Computing and Caching for Smart Cities: A Big Data Deep Reinforcement Learning Approach , 2017, IEEE Communications Magazine.

[72]  Nikos Fotiou,et al.  A Survey of Information-Centric Networking Research , 2014, IEEE Communications Surveys & Tutorials.

[73]  Xinbing Wang,et al.  On content-centric wireless delivery networks , 2014, IEEE Wireless Communications.

[74]  Biswanath Mukherjee,et al.  A Survey on Resiliency Techniques in Cloud Computing Infrastructures and Applications , 2016, IEEE Communications Surveys & Tutorials.

[75]  Sujit Dey,et al.  Video caching in Radio Access Network: Impact on delay and capacity , 2012, 2012 IEEE Wireless Communications and Networking Conference (WCNC).

[76]  Huaiyu Dai,et al.  Efficient In-Network Computing with Noisy Wireless Channels , 2013, IEEE Transactions on Mobile Computing.

[77]  Walid Saad,et al.  An online secretary framework for fog network formation with minimal latency , 2017, 2017 IEEE International Conference on Communications (ICC).

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

[79]  Rajkumar Buyya,et al.  Heterogeneity in Mobile Cloud Computing: Taxonomy and Open Challenges , 2014, IEEE Communications Surveys & Tutorials.

[80]  Van Jacobson,et al.  Networking named content , 2009, CoNEXT '09.

[81]  Olga Galinina,et al.  Exploring synergy between communications, caching, and computing in 5G-grade deployments , 2016, IEEE Communications Magazine.

[82]  F. Richard Yu,et al.  Dynamic Operations of Cloud Radio Access Networks (C-RAN) for Mobile Cloud Computing Systems , 2016, IEEE Transactions on Vehicular Technology.

[83]  Demis Hassabis,et al.  Mastering the game of Go with deep neural networks and tree search , 2016, Nature.

[84]  Jon Crowcroft,et al.  A survey and comparison of peer-to-peer overlay network schemes , 2005, IEEE Communications Surveys & Tutorials.

[85]  F. Richard Yu,et al.  Software-Defined Device-to-Device (D2D) Communications in Virtual Wireless Networks With Imperfect Network State Information (NSI) , 2016, IEEE Transactions on Vehicular Technology.

[86]  Jeffrey G. Andrews,et al.  Optimizing Content Caching to Maximize the Density of Successful Receptions in Device-to-Device Networking , 2016, IEEE Transactions on Communications.

[87]  Karim Djemame,et al.  A Risk Assessment Framework for Cloud Computing , 2016, IEEE Transactions on Cloud Computing.

[88]  Nerea Toledo,et al.  Toward an SDN-enabled NFV architecture , 2015, IEEE Communications Magazine.

[89]  Liang Qian,et al.  The three primary colors of mobile systems , 2016, IEEE Communications Magazine.

[90]  Marat Zhanikeev,et al.  A cloud visitation platform to facilitate cloud federation and fog computing , 2015, Computer.

[91]  H. Howie Huang,et al.  Swiper: Exploiting Virtual Machine Vulnerability in Third-Party Clouds with Competition for I/O Resources , 2015, IEEE Transactions on Parallel and Distributed Systems.

[92]  Victor C. M. Leung,et al.  Collaborative Location-Based Sleep Scheduling for Wireless Sensor Networks Integratedwith Mobile Cloud Computing , 2015, IEEE Transactions on Computers.

[93]  F. Richard Yu,et al.  Wireless Network Virtualization: A Survey, Some Research Issues and Challenges , 2015, IEEE Communications Surveys & Tutorials.

[94]  Qianbin Chen,et al.  Joint computation and radio resource management for cellular networks with mobile edge computing , 2017, 2017 IEEE International Conference on Communications (ICC).

[95]  Stefan Weber,et al.  A Survey of Caching Policies and Forwarding Mechanisms in Information-Centric Networking , 2016, IEEE Communications Surveys & Tutorials.

[96]  Qianbin Chen,et al.  Joint Computation Offloading and Interference Management in Wireless Cellular Networks with Mobile Edge Computing , 2017, IEEE Transactions on Vehicular Technology.

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

[98]  Sergio Barbarossa,et al.  Joint Optimization of Radio and Computational Resources for Multicell Mobile-Edge Computing , 2014, IEEE Transactions on Signal and Information Processing over Networks.

[99]  Sujit Dey,et al.  Adaptive Mobile Cloud Computing to Enable Rich Mobile Multimedia Applications , 2013, IEEE Transactions on Multimedia.

[100]  F. Richard Yu,et al.  Optimal Joint Session Admission Control in Integrated WLAN and CDMA Cellular Networks with Vertical Handoff , 2007, IEEE Transactions on Mobile Computing.

[101]  Xiaomin Wang,et al.  Optimal Scheduling of Data-Intensive Applications in Cloud-Based Video Distribution Services , 2017, IEEE Transactions on Circuits and Systems for Video Technology.

[102]  Xu Chen,et al.  D2D Fogging: An Energy-Efficient and Incentive-Aware Task Offloading Framework via Network-assisted D2D Collaboration , 2016, IEEE Journal on Selected Areas in Communications.

[103]  Yun Rui,et al.  Software defined wireless networks (SDWN): Part 1 [Guest Editorial] , 2015, IEEE Commun. Mag..

[104]  Dong Liu,et al.  Energy Efficiency of Downlink Networks With Caching at Base Stations , 2015, IEEE Journal on Selected Areas in Communications.

[105]  Vincent K. N. Lau,et al.  Exploiting Base Station Caching in MIMO Cellular Networks: Opportunistic Cooperation for Video Streaming , 2015, IEEE Transactions on Signal Processing.

[106]  Shuangfeng Han,et al.  Large-scale antenna systems with hybrid analog and digital beamforming for millimeter wave 5G , 2015, IEEE Communications Magazine.

[107]  Konstantinos Poularakis,et al.  Code, Cache and Deliver on the Move: A Novel Caching Paradigm in Hyper-Dense Small-Cell Networks , 2017, IEEE Transactions on Mobile Computing.

[108]  Qianbin Chen,et al.  Joint computation offloading, resource allocation and content caching in cellular networks with mobile edge computing , 2017, 2017 IEEE International Conference on Communications (ICC).

[109]  Cisco Visual Networking Index: Forecast and Methodology 2016-2021.(2017) http://www.cisco.com/c/en/us/solutions/collateral/service-provider/visual- networking-index-vni/complete-white-paper-c11-481360.html. High Efficiency Video Coding (HEVC) Algorithms and Architectures https://jvet.hhi.fraunhofer. , 2017 .

[110]  ZhangJun,et al.  Dynamic Computation Offloading for Mobile-Edge Computing With Energy Harvesting Devices , 2016 .

[111]  Sanguo Zhang,et al.  Recognizing and characterizing dynamics of cellular devices in cellular data network through massive data analysis , 2015, Int. J. Commun. Syst..

[112]  Tony Q. S. Quek,et al.  The role of cloud computing in content-centric mobile networking , 2016, IEEE Communications Magazine.

[113]  Sherali Zeadally,et al.  Vehicular delay-tolerant networks for smart grid data management using mobile edge computing , 2016, IEEE Communications Magazine.

[114]  Matias Richart,et al.  Resource Slicing in Virtual Wireless Networks: A Survey , 2016, IEEE Transactions on Network and Service Management.

[115]  Fernando A. Kuipers,et al.  SDN and Virtualization Solutions for the Internet of Things: A Survey , 2016, IEEE Access.

[116]  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.

[117]  Yonggang Wen,et al.  Collaborative Task Execution in Mobile Cloud Computing Under a Stochastic Wireless Channel , 2015, IEEE Transactions on Wireless Communications.

[118]  Yacine Ghamri-Doudane,et al.  SAVING: socially aware vehicular information-centric networking , 2016, IEEE Communications Magazine.

[119]  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).

[120]  Paramvir Bahl,et al.  The Case for VM-Based Cloudlets in Mobile Computing , 2009, IEEE Pervasive Computing.

[121]  Dusit Niyato,et al.  A Dynamic Offloading Algorithm for Mobile Computing , 2012, IEEE Transactions on Wireless Communications.

[122]  Bengt Ahlgren,et al.  A survey of information-centric networking , 2012, IEEE Communications Magazine.

[123]  Nei Kato,et al.  Device-to-device communications for enhancing quality of experience in software defined multi-tier LTE-A networks , 2015, IEEE Network.

[124]  F. Richard Yu,et al.  Cloud computing meets mobile wireless communications in next generation cellular networks , 2014, IEEE Network.

[125]  Min Sheng,et al.  Mobile-Edge Computing: Partial Computation Offloading Using Dynamic Voltage Scaling , 2016, IEEE Transactions on Communications.

[126]  Ming Chen,et al.  Cooperative distributed antenna systems for mobile communications [Coordinated and Distributed MIMO] , 2010, IEEE Wireless Communications.

[127]  Yuguang Fang,et al.  Resource Harvesting in Cognitive Wireless Computing Networks With Mobile Clouds and Virtualized Distributed Data Centers: Performance Limits , 2015, IEEE Transactions on Cognitive Communications and Networking.

[128]  Osvaldo Simeone,et al.  Harnessing cloud and edge synergies: toward an information theory of fog radio access networks , 2016, IEEE Communications Magazine.

[129]  Gianluigi Ferrari,et al.  Improving Quality of Experience in Future Wireless Access Networks through Fog Computing , 2017, IEEE Internet Computing.

[130]  Andrea Passarella,et al.  A survey on content-centric technologies for the current Internet: CDN and P2P solutions , 2012, Comput. Commun..

[131]  Yonggang Wen,et al.  Towards Cost-Efficient Video Transcoding in Media Cloud: Insights Learned From User Viewing Patterns , 2015, IEEE Transactions on Multimedia.

[132]  Dan Pei,et al.  To Cache or Not to Cache: The 3G Case , 2011, IEEE Internet Computing.

[133]  Haiyun Luo,et al.  Energy-Optimal Mobile Cloud Computing under Stochastic Wireless Channel , 2013, IEEE Transactions on Wireless Communications.

[134]  Guihai Chen,et al.  Millimeter-Wave Wireless Communications for IoT-Cloud Supported Autonomous Vehicles: Overview, Design, and Challenges , 2017, IEEE Communications Magazine.

[135]  Geng Wu,et al.  Edge Cloud and Underlay Networks: Empowering 5G Cell-Less Wireless Architecture , 2014 .

[136]  Huachun Zhou,et al.  Proactive Caching for Enhancing User-Side Mobility Support in Named Data Networking , 2013, 2013 Seventh International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing.

[137]  Abdul Wahid,et al.  Pressure Sensor Based Reliable (PSBR) Routing Protocol for Underwater Acoustic Sensor Networks , 2016, Ad Hoc Sens. Wirel. Networks.

[138]  Yu Zhang,et al.  Time-Window and Voronoi-Partition Based Aggregation Scheduling in Multi-Sink Wireless Sensor Networks , 2016, Ad Hoc Sens. Wirel. Networks.

[139]  F. Richard Yu,et al.  Software-Defined Networking (SDN) and Distributed Denial of Service (DDoS) Attacks in Cloud Computing Environments: A Survey, Some Research Issues, and Challenges , 2016, IEEE Communications Surveys & Tutorials.

[140]  Xi Zhang,et al.  Statistical-QoS Driven Energy-Efficiency Optimization Over Green 5G Mobile Wireless Networks , 2016, IEEE Journal on Selected Areas in Communications.

[141]  Antonio Pascual-Iserte,et al.  Optimization of Radio and Computational Resources for Energy Efficiency in Latency-Constrained Application Offloading , 2014, IEEE Transactions on Vehicular Technology.

[142]  ShengBin,et al.  Cooperative distributed antenna systems for mobile communications , 2010 .

[143]  Simon Miles,et al.  A Trace-Driven Analysis of Caching in Content-Centric Networks , 2012, 2012 21st International Conference on Computer Communications and Networks (ICCCN).

[144]  Konstantinos Poularakis,et al.  Mobile Data Offloading Through Caching in Residential 802.11 Wireless Networks , 2016, IEEE Transactions on Network and Service Management.

[145]  Cong Wang,et al.  Enabling Secure and Efficient Video Delivery Through Encrypted In-Network Caching , 2016, IEEE Journal on Selected Areas in Communications.

[146]  Fernando M. V. Ramos,et al.  Software-Defined Networking: A Comprehensive Survey , 2014, Proceedings of the IEEE.

[147]  Wan Choi,et al.  Caching Placement in Stochastic Wireless Caching Helper Networks: Channel Selection Diversity via Caching , 2016, IEEE Transactions on Wireless Communications.

[148]  Engin Zeydan,et al.  On use of big data for enhancing network coverage analysis , 2013, ICT 2013.

[149]  F. Richard Yu,et al.  Information-Centric Wireless Networks with Virtualization and D2D Communications , 2016, IEEE Wireless Communications.

[150]  Zhu Han,et al.  Virtual Resource Allocation in Information-Centric Wireless Networks With Virtualization , 2016, IEEE Transactions on Vehicular Technology.

[151]  F. Richard Yu,et al.  Green Cognitive Mobile Networks With Small Cells for Multimedia Communications in the Smart Grid Environment , 2014, IEEE Transactions on Vehicular Technology.

[152]  Satyajayant Misra,et al.  IC-MCN: An architecture for an information-centric mobile converged network , 2016, IEEE Communications Magazine.

[153]  Navrati Saxena,et al.  Next Generation 5G Wireless Networks: A Comprehensive Survey , 2016, IEEE Communications Surveys & Tutorials.

[154]  Athanasios V. Vasilakos,et al.  CPHR: In-Network Caching for Information-Centric Networking With Partitioning and Hash-Routing , 2016, IEEE/ACM Transactions on Networking.

[155]  Aditya Dua,et al.  Adaptive Prefetching in Wireless Computing , 2016, IEEE Transactions on Wireless Communications.

[156]  Zhu Han,et al.  Joint Cloud and Wireless Networks Operations in Mobile Cloud Computing Environments With Telecom Operator Cloud , 2015, IEEE Transactions on Wireless Communications.

[157]  Abdallah Khreishah,et al.  Joint Caching, Routing, and Channel Assignment for Collaborative Small-Cell Cellular Networks , 2016, IEEE Journal on Selected Areas in Communications.

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

[159]  Rudolf Ahlswede,et al.  Network information flow , 2000, IEEE Trans. Inf. Theory.

[160]  Xi Zhang,et al.  Information-centric network function virtualization over 5g mobile wireless networks , 2015, IEEE Network.