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A New Bi-Level Mathematical Model and Algorithm for VONs Mapping Problem
- Source :
- IEEE Access, Vol 8, Pp 101797-101811 (2020)
- Publication Year :
- 2020
- Publisher :
- IEEE, 2020.
-
Abstract
- 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.
- Subjects :
- Scheme (programming language)
education.field_of_study
General Computer Science
Computer science
local search
Population
General Engineering
Initialization
Local search operator
Energy consumption
Virtualization
computer.software_genre
spectrum assignment
Encoding (memory)
Genetic algorithm
Bi-level optimization
VONs mapping
General Materials Science
lcsh:Electrical engineering. Electronics. Nuclear engineering
education
computer
Algorithm
VONs
lcsh:TK1-9971
computer.programming_language
Subjects
Details
- Language :
- English
- ISSN :
- 21693536
- Volume :
- 8
- Database :
- OpenAIRE
- Journal :
- IEEE Access
- Accession number :
- edsair.doi.dedup.....b095696e72f991add448e55e3ffc890f