A New Bi-Level Mathematical Model and Algorithm for VONs Mapping Problem

被引:3
作者
Xuan, Hejun [1 ]
Wei, Shiwei [2 ]
Feng, Yan [1 ,3 ]
Guo, Huaping [1 ,3 ]
Li, Yanling [1 ,3 ]
机构
[1] Xinyang Normal Univ, Sch Comp & Informat Technol, Xinyang 464000, Peoples R China
[2] Guilin Univ Aerosp Technol, Sch Comp & Technol, Guilin 541000, Peoples R China
[3] Xinyang Normal Univ, Henan Key Lab Anal & Applicat Educ Big Data, Xinyang 464000, Peoples R China
来源
IEEE ACCESS | 2020年 / 8卷
基金
中国国家自然科学基金;
关键词
Bi-level optimization; VONs mapping; spectrum assignment; VONs; local search; NETWORK VIRTUALIZATION; RESOURCE-ALLOCATION; UNIFORM DESIGN; OPTIMIZATION; EVOLUTIONARY;
D O I
10.1109/ACCESS.2020.2998811
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Elastic optical networks (EONs) virtualization can allow the virtual optical networks (VONs) to utilize all the physical resources of EONs, and can attain a high performance of the networks. However, the optimal scheme for VONs mapping should be determined. To tackle these challenges, a bi-level mathematical model is established. leader's and follower's objectives are to minimize energy consumption and the maximum index of used frequency slots, respectively. The bi-level mathematical model can determine the optimal schemes of VONs mapping. To solve the mathematical model effectively, a uniform design method is applied to generate initial population for the lower level problem. In addition, To solve the whole model effectively, a tailor-made encoding, population initialization, genetic operators and local search operator are designed. An efficient genetic algorithm with local search operator is proposed for the bi-level mathematical model. To evaluate the mathematical model and the designed algorithm, a large number of experiments are performed on three kinds of the widely used networks, and the experimental results indicate that the effectiveness of the proposed bi-level mathematical model and designed algorithms.
引用
收藏
页码:101797 / 101811
页数:15
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