An Improved MOEA/D for QoS Oriented Multimedia Multicasting with Network Coding

Wang, Zhaoyuan and Xing, Huanlai and Li, Tianrui and Yang, Yan and Qu, Rong (2015) An Improved MOEA/D for QoS Oriented Multimedia Multicasting with Network Coding. EAI Endorsed Transactions on Security and Safety, 2 (5). e3. ISSN 2032-9393

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Abstract

Recent years witness a significant growth in multimedia applications. Among them, a stream of applications is real-time and requires one-to-many fast data transmission with stringent quality-of-service (QoS) requirements, where multicast is an important supporting technology. In particular, with more and more mobile end users requesting real-time broadband multimedia applications, it is of vital importance to provide them with satisfied quality of experience. As network coding can offer higher bandwidth to users and accommodate more flows for networks than traditional routing, this paper studies the multicast routing problem with network coding and formulates it as a multi-objective optimization problem. As delay and packet loss ratio (PLR) are two important performance indicators for QoS, we consider them as the two objectives for minimization. To address the problem above, we present a multi-objective evolutionary algorithm based on decomposition (MOEA/D), where an all population updating rule is devised to address the problem of lacking feasible solutions in the search space. Experimental results demonstrate the effectiveness of the proposed algorithm and it outperforms a number of state-of-the-art algorithms.

Item Type: Article
Uncontrolled Keywords: multicast, multimedia, multi-objective optimization, network coding, quality-of-service
Subjects: H Social Sciences > H Social Sciences (General)
Q Science > QA Mathematics > QA75 Electronic computers. Computer science
QA75 Electronic computers. Computer science
Depositing User: EAI Editor IV
Date Deposited: 26 Mar 2021 13:50
Last Modified: 26 Mar 2021 13:50
URI: https://eprints.eudl.eu/id/eprint/2037

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