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Resource multi-objective mapping algorithm based on virtualized network functions: RMMA

delete2018-05-01
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邹赛 封面图
邹赛 (Sai Zou)
Y
Yuliang Tang *
W
Wei Ni
R
Ren Ping Liu
L
Lei Wang
DOI:10.1016/j.asoc.2018.01.028delete
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摘要

摘要

En 中文
Existing radio access network systems are static and rigid; they cannot easily satisfy the increasingly large volume of mobile traffic. A new multi-objective optimization approach was developed to leverage the complexity and scalability of radio resource allocation in large-scale radio access networks. A mathematical model of virtualized resource mapping in a heterogeneous radio access network is proposed in this study. We expanded the dynamic differential evolutionary algorithm by regulating the weight parameters of each objective with machine learning to solve the mathematical model. Our approach is evaluated comprehensively in terms of complexity and convergence, and simulations are conducted to verify the proposed approach and demonstrate that the unilateral value of our multi-objective optimization can mirror the results of single -objective optimizations. (C) 2018 Elsevier B.V. All rights reserved.
Keyword:
Multi-objective optimization
Virtualization
Heterogeneous radio access networks
Dynamic differential evolution
Mapping
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期刊

Applied Soft Computing 封面图
Applied Soft Computing
IF:
6.6
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1.4W
被引数:
4.8W

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Hengyang Normal University
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university of technology sydney
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xiangtan university
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xiamen university
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