Delay Gain Analysis of Wireless Multicasting for Content Distribution

In this work, we provide a comprehensive analysis of stability properties and delay gains that wireless multicasting capabilities, as opposed to more traditional unicast transmissions, can provide for content distribution in mobile networks. In particular, we propose a model and characterize the average queue-length (and hence average delay) performance of unicasting and various multicasting strategies for serving a dynamic user population at the wireless edge. First, we show that optimized static randomized multicasting (we call it ‘blind multicasting’) leads to stable-everywhere operation irrespective of the network loading factor (given by the ratio of the demand rate to the service rate) and the content popularity distribution. In contrast, traditional unicasting suffers from unstable operation when the loading factor approaches one, although it outperforms blind multicasting at small loading factor levels. This motivates us to study ‘work-conserving multicast’ policies next that always outperform unicasting while still offering stable-everywhere operation. Then, in the worst-case of uniformly-distributed content popularity, we explicitly characterize the scaling of the average queue-length (and hence delay) under a first-come-first-serve multicast strategy as a function of the database size and the loading factor. Consequently, this work provides the fundamental limits, as well as the guidelines, for the design and performance analysis of efficient multicasting strategies for wireless content distribution.

[1]  Upkar Varshney,et al.  Multicast over wireless networks , 2002, CACM.

[2]  Chen-Khong Tham,et al.  Minimizing Delay for Multicast-Streaming in Wireless Networks with Network Coding , 2009, IEEE INFOCOM 2009.

[3]  Yung Yi,et al.  Economics of WiFi offloading: Trading delay for cellular capacity , 2013, 2013 Proceedings IEEE INFOCOM.

[4]  Atilla Eryilmaz,et al.  On Optimal Proactive Caching for Mobile Networks With Demand Uncertainties , 2016, IEEE/ACM Transactions on Networking.

[5]  Nishanth R. Sastry,et al.  Take-Away TV: Recharging Work Commutes With Predictive Preloading of Catch-Up TV Content , 2016, IEEE Journal on Selected Areas in Communications.

[6]  Leonard Kleinrock,et al.  Queueing Systems: Volume I-Theory , 1975 .

[7]  Mehdi Bennis,et al.  Living on the edge: The role of proactive caching in 5G wireless networks , 2014, IEEE Communications Magazine.

[8]  Zaher Dawy,et al.  Energy-Aware Cooperative Content Distribution over Wireless Networks: Design Alternatives and Implementation Aspects , 2013, IEEE Communications Surveys & Tutorials.

[9]  Dan Li,et al.  ESM: Efficient and Scalable Data Center Multicast Routing , 2012, IEEE/ACM Transactions on Networking.

[10]  Krishna P. Gummadi,et al.  Measurement, modeling, and analysis of a peer-to-peer file-sharing workload , 2003, SOSP '03.

[11]  Wojciech Chojnacki Some monotonicity and limit results for the regularised incomplete gamma function , 2008 .

[12]  Bo Zong,et al.  Efficient multicasting for delay tolerant networks using graph indexing , 2012, 2012 Proceedings IEEE INFOCOM.

[13]  E. Modiano,et al.  Fairness and Optimal Stochastic Control for Heterogeneous Networks , 2005, IEEE/ACM Transactions on Networking.

[14]  Qinghe Du,et al.  Statistical QoS provisionings for wireless unicast/multicast of multi-layer video streams , 2010, IEEE Journal on Selected Areas in Communications.

[15]  Atilla Eryilmaz,et al.  Wireless Multicasting for Content Distribution: Stability and Delay Gain Analysis , 2019, IEEE INFOCOM 2019 - IEEE Conference on Computer Communications.

[16]  Andreas F. Molisch,et al.  Individual Preference Probability Modeling and Parameterization for Video Content in Wireless Caching Networks , 2019, IEEE/ACM Transactions on Networking.

[17]  Kevin R. Fall,et al.  A delay-tolerant network architecture for challenged internets , 2003, SIGCOMM '03.

[18]  Muriel Medard,et al.  On the Scaling Law of Network Coding Gains in Wireless Networks , 2007, MILCOM 2007 - IEEE Military Communications Conference.

[19]  Mostafa Ammar,et al.  Multicasting in delay tolerant networks: semantic models and routing algorithms , 2005, WDTN '05.

[20]  Vincent K. N. Lau,et al.  A Survey on Delay-Aware Resource Control for Wireless Systems—Large Deviation Theory, Stochastic Lyapunov Drift, and Distributed Stochastic Learning , 2011, IEEE Transactions on Information Theory.

[21]  Shingo Ata,et al.  Proactive cache management method for content hash based distributed archive system , 2013, The International Conference on Information Networking 2013 (ICOIN).

[22]  Raouf Boutaba,et al.  A survey of naming and routing in information-centric networks , 2012, IEEE Communications Magazine.

[23]  Xiaozhou Li,et al.  Scaling IP multicast on datacenter topologies , 2013, CoNEXT.

[24]  Bahman Abolhassani,et al.  Statistical Studies of Fading in Underwater Wireless Optical Channels in the Presence of Air Bubble, Temperature, and Salinity Random Variations , 2018, IEEE Transactions on Communications.

[25]  Jerome Spanier,et al.  The Incomplete Gamma Functions , 2008 .

[26]  Igor M. Moraes,et al.  Information-Centric Networks: A New Paradigm for the Internet , 2013 .

[27]  M. Medard,et al.  On Delay Performance Gains From Network Coding , 2006, 2006 40th Annual Conference on Information Sciences and Systems.

[28]  Qinghua Li,et al.  Multicasting in delay tolerant networks: a social network perspective , 2009, MobiHoc '09.

[29]  Eryk Dutkiewicz,et al.  Cross-Layer Design for Proportional Delay Differentiation and Network Utility Maximization in Multi-Hop Wireless Networks , 2012, IEEE Transactions on Wireless Communications.

[30]  Sumei Sun,et al.  Mobile data offloading through a third-party WiFi access point: An operator's perspective , 2013, 2013 IEEE Globecom Workshops (GC Wkshps).

[31]  J. Dai On Positive Harris Recurrence of Multiclass Queueing Networks: A Unified Approach Via Fluid Limit Models , 1995 .

[32]  Chang-Jin Suh,et al.  On-Demand Multicast Routing Protocol in Multihop Wireless Mobile Networks , 2002, Mob. Networks Appl..

[33]  Jon Crowcroft,et al.  SCORE: Exploiting Global Broadcasts to Create Offline Personal Channels for On-Demand Access , 2016, IEEE/ACM Transactions on Networking.

[34]  T. S. Eugene Ng,et al.  HyperOptics: A High Throughput and Low Latency Multicast Architecture for Datacenters , 2016, HotCloud.

[35]  Xiaojun Lin,et al.  Joint rate control and scheduling in multihop wireless networks , 2004, 2004 43rd IEEE Conference on Decision and Control (CDC) (IEEE Cat. No.04CH37601).

[36]  Sung-Ju Lee,et al.  A performance comparison study of ad hoc wireless multicast protocols , 2000, Proceedings IEEE INFOCOM 2000. Conference on Computer Communications. Nineteenth Annual Joint Conference of the IEEE Computer and Communications Societies (Cat. No.00CH37064).

[37]  Yoav Tock,et al.  Dr. multicast: Rx for data center communication scalability , 2010, EuroSys '10.