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D2D Communication Meets Big Data: From Theory to Application

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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

  1. 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

    Article  Google Scholar 

  2. 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

    Article  MathSciNet  Google Scholar 

  3. Ji M, Caire GA, Molisch F (2013) Fundamental limits of distributed caching in D2D wireless networks. IEEE information theory workshop, Sevilla

  4. 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

  5. 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

    Article  Google Scholar 

  6. 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

    Article  Google Scholar 

  7. 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

  8. Li Y, Wang W (2014) Message dissemination in intermittently connected D2D communication networks. IEEE Trans Wirel Commun 13(7):3978–3990

    Article  Google Scholar 

  9. 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

    Article  Google Scholar 

  10. 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

    Article  Google Scholar 

  11. 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

  12. 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

    Article  Google Scholar 

  13. 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

    Article  Google Scholar 

  14. 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

    Article  Google Scholar 

  15. 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

  16. Tang B, Gupta H, Das S (2008) Benefit-based data caching in Ad Hoc networks. IEEE Trans Mob Comput 7(3):289–304

    Article  Google Scholar 

  17. 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

    Article  Google Scholar 

  18. 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

  19. 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

  20. 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

  21. 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

    Article  Google Scholar 

  22. 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

    Article  MathSciNet  Google Scholar 

Download references

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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Correspondence to Liang Zhou.

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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

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