Social Context-Aware Mobile Data Offloading Algorithm via Small Cell Backhaul Networks

In recent years, total mobile traffic has increased explosively, and this has led to severe traffic load on the mobile network operator (MNO)’s core network. Mobile data offloading is a promising solution to alleviate the core network’s load. Through such mobile data offloading, MNO can reroute the mobile traffic to other access networks using various radio access technologies, such as WiFi, opportunistic communications, and so on. In addition, social networking traffic has risen sharply due to the popularity of online social networking services, such as Facebook and Twitter. Thus, we need to consider a social context for effective mobile data offloading. In this paper, in order to apply the social context to mobile data offloading, we model the social context in terms of two aspects: the user’s social relationships and application’s popularity. In addition, we propose a social context-aware mobile data offloading algorithm to maximize the quality of service (QoS) of users in a small cell backhaul offloading environment. The performance evaluation results demonstrate that the proposed algorithm outperforms the other algorithms that do not consider the social context.

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

[2]  A. Vasilakos,et al.  Socially Aware Networking: A Survey , 2013, IEEE Systems Journal.

[3]  Thomas L. Griffiths,et al.  The Indian Buffet Process: An Introduction and Review , 2011, J. Mach. Learn. Res..

[4]  Hamid Aghvami,et al.  A survey on mobile data offloading: technical and business perspectives , 2013, IEEE Wireless Communications.

[5]  Roberto Rigolin Ferreira Lopes Social networks adding community-scale to context-aware connectivity management , 2013, 2013 IEEE Wireless Communications and Networking Conference (WCNC).

[6]  T. Taleb,et al.  Traffic Offload Enhancements for eUTRAN , 2012, IEEE Communications Surveys & Tutorials.

[7]  Ke Xu,et al.  A Survey of Social-Aware Routing Protocols in Delay Tolerant Networks: Applications, Taxonomy and Design-Related Issues , 2014, IEEE Communications Surveys & Tutorials.

[8]  Yi Shi,et al.  Navigating a mobile social network , 2015, IEEE Wireless Communications.

[9]  Xiang Zhang,et al.  Opportunistic WiFi Offloading in Vehicular Environment: A Game-Theory Approach , 2016, IEEE Transactions on Intelligent Transportation Systems.

[10]  Zhengguo Sheng Tag-assisted social-aware opportunistic device-to-device sharing for traffic offloading in mobile social networks , 2016, IEEE Wireless Communications.

[11]  Wenjing Li,et al.  Traffic Offload Mechanism in EPC Based on Bearer Type , 2011, 2011 7th International Conference on Wireless Communications, Networking and Mobile Computing.

[12]  Scott Dick,et al.  Incorporating Spatial, Temporal, and Social Context in Recommendations for Location-Based Social Networks , 2016, IEEE Transactions on Computational Social Systems.

[13]  Jae-Hyun Kim,et al.  New LIPA/SIPTO offloading algorithm by network condition and application QoS requirement , 2015, 2015 International Conference on Information and Communication Technology Convergence (ICTC).

[14]  Michele Colajanni,et al.  Characteristics and evolution of content popularity and user relations in social networks , 2010, The IEEE symposium on Computers and Communications.

[15]  Fen Hou,et al.  Social-Aware Incentive Mechanism for AP Based Mobile Data Offloading , 2018, IEEE Access.

[16]  Wanlei Zhou,et al.  K-Source: Multiple source selection for traffic offloading in mobile social networks , 2016, 2016 8th International Conference on Wireless Communications & Signal Processing (WCSP).

[17]  Pablo Rodriguez,et al.  I tube, you tube, everybody tubes: analyzing the world's largest user generated content video system , 2007, IMC '07.

[18]  Jure Leskovec,et al.  {SNAP Datasets}: {Stanford} Large Network Dataset Collection , 2014 .

[19]  Xiaofei Wang,et al.  Mobile traffic offloading by exploiting social network services and leveraging opportunistic device-to-device sharing , 2014, IEEE Wireless Communications.

[20]  Zaher Dawy,et al.  Social Network Aware Device-to-Device Communication in Wireless Networks , 2015, IEEE Transactions on Wireless Communications.

[21]  Kyunghan Lee,et al.  Mobile Data Offloading: How Much Can WiFi Deliver? , 2013, IEEE/ACM Transactions on Networking.