Abstract
The proliferation demand of mobile users (MUs) for video contents, which will occupy up to 78% of data traffic by 2021, poses a serious challenge of system delivery capacity to the macro base stations (MBSs) and the small cell base stations, e.g., femtocell base stations (FBSs), in 5G networks. In this paper, we propose a social-aware caching and resource sharing (SCS) scheme that can help the MBSs and the FBSs relax the backhaul links and provide the MUs with high system delivery capacity. Particularly, we formulate an SCS optimization problem under the constraints on the number of replicas of each video cached in the FBSs and the target signal to interference plus noise ratio (SINR) of the cellular users (CUs) that share the downlink resources. This problem is then solved for maximum system delivery capacity by finding the best placements to cache the videos in the FBSs and the best device-to-device (D2D) pairs shared the same downlink resources with the CUs to offload the videos over D2D communications. Importantly, the behavior of MUs to access the videos and the social relationship of each D2D pair are considered in the SCS optimization problem to efficiently improve the system performance. Simulation results are shown to demonstrate the benefits of the proposed SCS scheme compared to other conventional schemes.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Cisco Visual Networking Index: Global Mobile Data Traffic Forecast Update, 2016–2021 White Paper - Cisco. https://www.cisco.com/c/en/us/solutions/collateral/service-provider/visual-networking-index-vni/mobile-white-paper-c11-520862.html
Li, L., Zhao, G., Blum, R.S.: A survey of caching techniques in cellular networks: research issues and challenges in content placement and delivery strategies. IEEE Commun. Surv. Tutor. 20, 1710–1732 (2018)
Han, W., Liu, A., Lau, V.K.N.: PHY-caching in 5G wireless networks: design and analysis. IEEE Commun. Mag. 54, 30–36 (2016)
Qiao, J., He, Y., Shen, X.: Proactive caching for mobile video streaming in millimeter wave 5G networks. IEEE Trans. Wirel. Commun. 15, 7187–7198 (2016)
Baştuğ, E., Bennis, M., Debbah, M.: Proactive caching in 5G small cell networks. In: Towards 5G: Applications, Requirements and Candidate Technologies. Wiley, Hoboken (2016)
Tan, Y., Yuan, Y., Yang, T., Xu, Y., Hu, B.: Femtocaching in wireless video networks: distributed framework based on exact potential game. In: IEEE/CIC International Conference on Communications in China, ICCC 2016 (2016)
Kiskani, M.K., Sadjadpour, H.R.: Throughput analysis of decentralized coded content caching in cellular networks. IEEE Trans. Wirel. Commun. 16, 663–672 (2017)
Chen, Y., Ding, M., Li, J., Lin, Z., Mao, G., Hanzo, L.: Probabilistic small-cell caching: performance analysis and optimization. IEEE Trans. Veh. Technol. 66, 4341–4354 (2016)
Chandrasekaran, G., Wang, N., Tafazolli, R.: Caching on the move: towards D2D-based information centric networking for mobile content distribution. In: Proceedings of the Conference on Local Computer Networks, LCN, 26–29 October, pp. 312–320 (2015)
Shiroma, T., Nakajima, T., Wu, C., Yoshinaga, T.: A light-weight cooperative caching strategy by D2D content sharing. In: Proceedings of the 5th International Symposium on Computing and Networking, CANDAR, pp. 159–165 (2018)
Vo, N.S., Duong, T.Q., Tuan, H.D., Kortun, A.: Optimal video streaming in dense 5G networks with D2D communications. IEEE Access 6, 209–223 (2018)
Gregori, M., Gomez-Vilardebo, J., Matamoros, J., Gunduz, D.: Wireless content caching for small cell and D2D networks. IEEE J. Sel. Areas Commun. 34, 1222–1234 (2016)
Li, X., Wang, X., Li, K., Han, Z., Leung, V.C.M.: Collaborative multi-tier caching in heterogeneous networks: modeling, analysis, and design. IEEE Trans. Wirel. Commun. 16, 6926–6939 (2017)
Lin, P., Song, Q., Yu, Y., Jamalipour, A.: Extensive cooperative caching in D2D integrated cellular networks. IEEE Commun. Lett. 21, 2101–2104 (2017)
Vo, N.-S., Duong, T.Q., Guizani, M., Kortun, A.: 5G optimized caching and downlink resource sharing for smart cities. IEEE Access 6, 31457–31468 (2018)
Zhang, X., et al.: Information caching strategy for cyber social computing based wireless networks. IEEE Trans. Emerg. Top. Comput. 5, 391–402 (2017)
Zhang, Y., Pan, E., Song, L., Saad, W., Dawy, Z., Han, Z.: Social network aware device-to-device communication in wireless networks. IEEE Trans. Wirel. Commun. 14, 177–190 (2015)
Zhang, J., Zhang, X., Yan, Z., Li, Y., Wang, W., Zhang, Y.: Social-aware cache information processing for 5G ultra-dense networks. In: 8th IEEE International Conference on Wireless Communications and Signal Processing (WCSP), pp. 1–5 (2016)
Ma, C., Ding, M., Chen, H., Lin, Z., Mao, G., Li, X.: Socially aware distributed caching in device-to-device communication networks. In: IEEE Globecom Workshops (GC Wkshps), pp. 1–6 (2016)
Ma, C., et al.: Socially aware caching strategy in device-to-device communication networks. IEEE Trans. Veh. Technol. 67, 4615–4629 (2018)
Chandrasekhar, V., Andrews, J.G.: Spectrum allocation in tiered cellular networks. IEEE Trans. Commun. 57, 3059–3068 (2009)
Cheung, W.C., Quek, T.Q.S., Kountouris, M.: Throughput optimization, spectrum allocation, and access control in two-tier femtocell networks. IEEE J. Sel. Areas Commun. 30, 561–574 (2012)
Cha, M., Kwak, H., Rodriguez, P., Ahn, Y.-Y., Moon, S.: I tube, you tube, everybody tubes: analyzing the world’s largest user generated content video system. In: Proceedings of the 7th ACM SIGCOMM Conference on Internet Measurement - IMC 2007, pp. 1–14. ACM Press, New York (2007)
Benevenuto, F., Rodrigues, T., Cha, M., Almeida, V.: Characterizing user behavior in online social networks. In: Proceedings of the 9th ACM SIGCOMM Conference on Internet Measurement Conference - IMC 2009, New York, USA, pp. 49–62 (2009)
Bai, B., Wang, L., Han, Z., Chen, W., Svensson, T.: Caching based socially-aware D2D communications in wireless content delivery networks: a hypergraph framework. IEEE Wirel. Commun. 23, 74–81 (2016)
Breslau, L., Cao, P., Fan, L., Phillips, G., Shenker, S.: Web caching and Zipf-like distributions: evidence and implications. In: IEEE INFOCOM 1999, vol. 1, pp. 126–134 (1999)
Mehrotra, S.: On the implementation of a primal-dual interior point method. SIAM J. Optim. 2, 575–601 (1992)
Zhang, Y.: Solving large-scale linear programs by interior-point methods under the MATLAB environment \(\dagger \). Optim. Methods Softw. 10, 1–31 (1998)
Acknowledgement
This work is supported in part by Newton Prize 2017 and by a Research Environment Links grant, ID 339568416, under the Newton Programme Vietnam partnership. The grant is funded by the UK Department of Business, Energy and Industrial Strategy (BEIS) and delivered by the British Council. For further information, please visit www.newtonfund.ac.uk.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2019 ICST Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
About this paper
Cite this paper
Bui, MP., Vo, NS., Nguyen, TT., Tran, QN., Tran, AT. (2019). Social-Aware Caching and Resource Sharing Optimization for Video Delivering in 5G Networks. In: Duong, T., Vo, NS., Phan, V. (eds) Quality, Reliability, Security and Robustness in Heterogeneous Systems. Qshine 2018. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, vol 272. Springer, Cham. https://doi.org/10.1007/978-3-030-14413-5_6
Download citation
DOI: https://doi.org/10.1007/978-3-030-14413-5_6
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-14412-8
Online ISBN: 978-3-030-14413-5
eBook Packages: Computer ScienceComputer Science (R0)