ExBox: Experience Management Middlebox for Wireless Networks

作者: Ayon Chakraborty , Shruti Sanadhya , Samir R. Das , Dongho Kim , Kyu-Han Kim

DOI: 10.1145/2999572.2999597

关键词:

摘要: Enterprise wireless networks face significant challenges to deliver Quality-of-Experience (QoE) with the variety of mobile applications. One fundamental is that traditional definition network capacity (often defined as throughput capacity) not sufficient reflect applications' requirements in networks. In this paper, we propose rethink better incorporate QoE. Specifically, first a novel concept an Experiential Capacity Region (ExCR) for ExCR set simultaneous application flows whose QoE can be satisfied by network. Next, present infrastructure based ExBox system measures per-application metrics and determines serve flows. its core, employs light-weight machine learning techniques are tailored dynamic environments. Through both large-scale simulations extensive real-life experiments on WiFi LTE networks, show delivers admission control decision precision ≈ 0.8 - 0.9, even when clients experience diverse channel quality. Moreover, quickly adapts changing environments without much overhead.

参考文章(48)
Rajaram Regupathy, Rajaram Regupathy, Android Debug Bridge (ADB) Unboxing Android USB. pp. 125- 138 ,(2014) , 10.1007/978-1-4302-6209-1_7
Roni Bar - Yanai, Michael Langberg, David Peleg, Liam Roditty, Realtime classification for encrypted traffic symposium on experimental and efficient algorithms. pp. 373- 385 ,(2010) , 10.1007/978-3-642-13193-6_32
Alberto Dainotti, Antonio Pescapé, Carlo Sansone, Early classification of network traffic through multi-classification traffic monitoring and analysis. pp. 122- 135 ,(2011) , 10.1007/978-3-642-20305-3_11
Ioannis Pefkianakis, Henrik Lundgren, Augustin Soule, Jaideep Chandrashekar, Pascal Le Guyadec, Christophe Diot, Martin May, Karel Van Doorselaer, Koen Van Oost, Characterizing home wireless performance: The gateway view 2015 IEEE Conference on Computer Communications (INFOCOM). pp. 2713- 2731 ,(2015) , 10.1109/INFOCOM.2015.7218663
Salvatore Livatino, CVonline : the Evolving, Distributed, Non-Proprietary, On-Line Compendium of Computer Vision University of Edinburgh, School of Informatics. ,(2003)
Junchen Jiang, Xi Liu, Vyas Sekar, Ion Stoica, Hui Zhang, EONA: Experience-Oriented Network Architecture hot topics in networks. pp. 11- ,(2014) , 10.1145/2670518.2673878
Athula Balachandran, Vaneet Aggarwal, Emir Halepovic, Jeffrey Pang, Srinivasan Seshan, Shobha Venkataraman, He Yan, Modeling web quality-of-experience on cellular networks acm/ieee international conference on mobile computing and networking. pp. 213- 224 ,(2014) , 10.1145/2639108.2639137
Rajesh Mahindra, Hari Viswanathan, Karthik Sundaresan, Mustafa Y. Arslan, Sampath Rangarajan, A practical traffic management system for integrated LTE-WiFi networks acm/ieee international conference on mobile computing and networking. pp. 189- 200 ,(2014) , 10.1145/2639108.2639120
Lizhi Peng, Bo Yang, Yuehui Chen, Zhenxiang Chen, Effectiveness of Statistical Features for Early Stage Internet Traffic Identification International Journal of Parallel Programming. ,vol. 44, pp. 181- 197 ,(2016) , 10.1007/S10766-014-0337-2
Kyu-Han Kim, Kang G. Shin, PRISM: Improving the Performance of Inverse-Multiplexed TCP in Wireless Networks IEEE Transactions on Mobile Computing. ,vol. 6, pp. 1297- 1312 ,(2007) , 10.1109/TMC.2007.70717