基于遗传算法的交换以太网拓扑优化

L. Liang, Jiang Han-hong, Rui Wan-zhi, Wangqun Jie
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引用次数: 0

摘要

本文在分析各链路IP数据包的基础上,建立了实际工业网络控制系统拓扑优化的多目标规划模型,并用遗传算法对其进行求解。为了保证遗传算法的有效性,本文提出了一种单独的编码方案及其有效准则,基于基因环操作设计了一组特定的遗传算子,并通过仿真和计算修改了实际系统中相应开关的默认参数。结果表明,该模型和算法可以有效地降低网络负载,优化拓扑结构,而不需要通过增加成本来改变控制系统的链路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimization of a Switched Ethernet Topology Based on Genetic Algorithm
In this paper, a multi-objective programming model for optimizing the topology of a practical industrial network control systems is established on the basis of the analysis of IP packets through each link, and then solved by Genetic Algorithm(GA). To ensure the effectiveness of GA, this paper proposes an individual coding scheme and its valid criterion, designs a set of specific genetic operators based on Gene Ring operation, and modifies the default parameters of corresponding switches in the practical system through simulation and calculation. The results show that the model and the algorithm can effectively reduce the network load and optimize the topology without the necessity for changing in the links of the control system by adding cost.
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