Simulated Annealing-Based Multilink Selection Algorithm in SDN-Enabled Avionic Networks
| Autor: | Kanaan Abdo, Muhammad Ali, Yim Fun Hu, Doanh Kim Luong, Rameez Asif, Jian-Ping Li |
|---|---|
| Jazyk: | angličtina |
| Rok vydání: | 2021 |
| Předmět: |
Mathematical optimization
General Computer Science Computational complexity theory Computer science Quality of service General Engineering Process (computing) Heterogeneous wireless network Analytic hierarchy process multi-attribute utility multilink and multi-homing TK1-9971 Simulated annealing network selection General Materials Science Avionic simulated annealing Electrical engineering. Electronics. Nuclear engineering Selection algorithm Selection (genetic algorithm) |
| Zdroj: | IEEE Access, Vol 9, Pp 145301-145316 (2021) |
| ISSN: | 2169-3536 |
| Popis: | In this paper, a novel multilink selection framework is developed for different applications with various quality of service (QoS) requirements in avionic systems, based on the multi-attribute decision-making model. Two metaheuristic algorithms are proposed to solve this model while optimizing the multilink selection performances. Multilink configuration and multi-homing capabilities are generally required for aircrafts operating in a heterogeneous wireless network environment. The first algorithm, called Analytic Hierarchy Process and Simulated Annealing (AHP-SA), utilizes a two-phase process. In Phase one, an analytic hierarchy process (AHP) is used to choose the decision weight factors. Then, in Phase two, a simulated annealing process is applied to select suitable networks, for various service requests, based on the weights obtained from first phase. Further, to improve customer satisfaction, Simulated Annealing algorithm for Simultaneous Weights and Network Selection Optimisation (SA-SWNO) is developed, in which a simulated annealing algorithm is applied to dynamically optimize weight factors of objective functions and the request-to-network assignment matrix. Simulation results demonstrate that both proposed algorithms outperform the commonly used price-based or QoS-based network selection scheme with much higher averaged satisfaction degree and lower computational complexity. |
| Databáze: | OpenAIRE |
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