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Network Multimedia QoS Class Recognition Based on Improved K-SVD |
WANG Zaijian① DONG Yuning② TANG Pingping①② YANG Lingyun①② ZHANG Hui② |
①(College of Physics and Electronic Information, Anhui Normal University, Wuhu 241000, China)
②(College of Communications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing 210003, China) |
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Abstract According to QoS characteristics of network multimedia service, this paper proposes a algorithm of network multimedia QoS class recognition. This paper studies new multimedia traffic QoS class division mode. According to new QoS classes defined, Flow Aggregation (FA) can be formed by gathering multimedia traffic flows with similar QoS characteristics. Network multimedia QoS class recognition prefers fewer QoS features by FA, and it is possible to divide network multimedia traffics in suitable granularity based on FA. This paper analyzes the property of FA recognition from QoS perspective, uses improved K-SVD (Kernel Singular Value Decomposition) to learn dictionary by using the sparse representation of typical QoS characteristics of network multimedia traffics, and presents a network multimedia QoS class recognition method. Experiment results show that the proposed recognition method can achieve more accurate QoS class recognition than previous methods.
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Received: 17 February 2017
Published: 27 October 2017
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Fund:The National Natural Science Foundation of China (61401004, 61271233, 61471203), The Plan of Introduction and Cultivation of University Leading Talents in Anhui (gxfxZD2016013), The Startup Project of Anhui Normal University Doctor Scientific Research (2016XJJ129) |
Corresponding Authors:
WANG Zaijian
E-mail: wangzaijian@ustc.edu
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