Abstract
The explosive increase of the mobile video service has imposed a challenge, big data, for current cellular networks. D2D communication, as a key technology for the fifth mobile communication system (5G), provides a powerful platform for the large-scale video transmission. However, D2D communication also suffers from immense obstacles due to the limited storage capacity, the discrepant computational ability, the dynamic communication environment, the random network establishment, and the diverse services of the large-scale video applications. In this work, we propose a systematic solution for the large-scale video transmission over D2D communication. At first, through studying the relationship between the D2D communication service qualities and the video coding, a hybrid video coding is designed with flexibility, robustness, and simplicity. Subsequently, to resolve the fundamental contradiction between the limited storage capacities and the large-scale video contents, an efficient content updating and delivery strategy is proposed based on an appropriate prediction of the video popularity, priority, and requirement. In addition, a cooperative video scheduling scheme is developed to realize the dynamic optimization adaptation between the video streams and network resources.
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References
Golrezaei N, Mansourifard P, Molisch AF, Dimakis AG (2014) Base-Station assisted device-to-device communications for high-throughput wireless video networks. IEEE Trans Wirel Commun 13(7):3665–3676
Golrezaei N, Dimakis AG, Molisch AF (2014) Scaling behavior for device-to-device communications with distributed caching. IEEE Trans Inf Theory 60(7):4286–4298
Ji M, Caire GA, Molisch F (2013) Fundamental limits of distributed caching in D2D wireless networks. IEEE information theory workshop, Sevilla
Ji M, Caire G, Molisch AF (2013) Optimal throughput-outage trade-off in wireless one-hop caching networks. IEEE international symposium on information theory proceedings, Istanbul
Golrezaei N, Dimakis AG, Caire G, Molisch AF (2013) Femtocaching and device-to-device collaboration: a new architecture for wireless video distribution. IEEE Commun Mag 51(4):142–149
Lin X, Ratasuk R, Ghosh A, Andrews JG (2014) Modeling, analysis and optimization of multicast device-to-device transmissions. IEEE Trans Wirel Commun 13(8):4346–4359
Liu Q, Yu H, Chen C (2013) Enhancing multimedia QoS with device-to-device communication as an underlay in LTE networks. IEEE international conference on multimedia and expo, San Jose, California
Li Y, Wang W (2014) Message dissemination in intermittently connected D2D communication networks. IEEE Trans Wirel Commun 13(7):3978–3990
Li Y, Wang Z, Jin D, Chen S (2014) Optimal mobile content downloading in device-to-device communication underlaying cellular networks. IEEE Trans Wirel Commun 13(7):3596–3608
Wu D, Wang J, Hu R, Cai Y, Zhou L (2014) Energy-Efficient resource sharing for mobile device-to-device multimedia communications. IEEE Trans Veh Technol 63(5):1243–1253
Wang Q, Wang W, Jin S, Zhu H, Zhang N Quality-Optimized joint source selection and power control for wireless multimedia D2D communication using Stackelberg game. IEEE Transactions on Vehicular Technology, to appear
Yin H, Lin C, Zhang Q, Chen Z (2008) TrustStream: a secure and scalable architecture for large-scale internet media streamin. IEEE Trans Circuits Syst Video Technol 18(2):1692–1702
Yin H, Lin C, Zhang Q, Qiu F, Liu J (2006) CASM: a content-aware protocol for secure video multicast. IEEE Trans Multimedia 8(2):270–277
Zhou L, Zhang Y, Song K, Jing W, Vasilakos V (2011) Distributed media-service scheme for P2P-based vehicular networks. IEEE Trans Veh Technol 60(2):692–703
Xiao X, Wang W, Yang L (2008) A wireless broadcasting retransmission approach based on network coding. IEEE international conference on circuits and systems for communications, Shanghai, pp 782–786
Tang B, Gupta H, Das S (2008) Benefit-based data caching in Ad Hoc networks. IEEE Trans Mob Comput 7(3):289–304
Feng D, Lu L, Yuan-Wu Y, Li GY, Feng G, Li S (2013) Device-todevice communications underlaying cellular networks. IEEE Trans Commun 61(8):3541C3551
Xu C, Song L, Han Z, Li D, Jiao B (2012) Resource allocation using a reverse iterative combinatorial auction for device-to-device underlay cellular networks. In: Proceedings of IEEE GLOBECOM, pp 4542–4547
Zhang R, Cheng X, Yang L, Jiao B (2013) Interference-aware graph based resource sharing for device-to-device communications underlaying cellular networks. In: Proceedings of IEEE WCNC, pp 140–145
Kaufman B, Aazhang B (2008) Cellular networks with an overlaid device to device network. In: Proceedings of Asilomar conference on signals, systems and computers , pp 1537–1541
Zhou L, Wang X, Tu W, Mutean G, Geller B (2010) Distributed scheduling scheme for video streaming over multi-channel multi-radio multi-hop wireless networks. IEEE J Sel Areas Commun 28(3):409–419
Wang B, Xu H, Liu W, Yang LT (2015) The optimal node placement for long belt coverage in wireless networks. IEEE Trans Computers 64(2):587–592
Acknowledgments
This work is partly supported by the State Key Development Program of Basic Research of China (2013CB329005), the National Natural Science Foundation of China (Grants No. 61322104, No. 61201165, and No. 61271240), the Priority Academic Program Development of Jiangsu Higher Education Institutions, and Nanjing University of Posts and Telecommunications Foundation (Grant No. NY211032).
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Zhou, L. D2D Communication Meets Big Data: From Theory to Application. Mobile Netw Appl 20, 783–792 (2015). https://doi.org/10.1007/s11036-015-0637-9
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DOI: https://doi.org/10.1007/s11036-015-0637-9