Simulated Annealing-Based Multilink Selection Algorithm in SDN-Enabled Avionic Networks

被引:9
|
作者
Luong, Doanh Kim [1 ]
Ali, Muhammad [1 ]
Hu, Yim Fun [1 ]
Li, Jian Ping [1 ]
Asif, Rameez [1 ]
Abdo, Kanaan [2 ]
机构
[1] Univ Bradford, Fac Engn & Informat, Bradford BD7 1DP, W Yorkshire, England
[2] ALTYS Technol, F-31200 Toulouse, France
关键词
Aircraft; Simulated annealing; Comets; Quality of service; Aerospace electronics; Rats; Analytic hierarchy process; Avionic; multi-attribute utility; network selection; simulated annealing; multilink and multi-homing; GAME;
D O I
10.1109/ACCESS.2021.3121622
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:145301 / 145316
页数:16
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