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作 者:刘慧中[1] LIU Huizhong(China Railway First Survey And Design Institute Group Co.,Ltd.,XI’an 710043,China)
机构地区:[1]中铁第一勘察设计院集团有限公司,西安710043
出 处:《自动化与仪器仪表》2023年第10期265-268,共4页Automation & Instrumentation
基 金:陕西省高校科协青年人才托举计划项目:融合反向散射通信的无线供能边缘计算网络中资源分配方法研究(20210121,2022.1-2023.12)。
摘 要:为了提升铁路应急通信质量,解决单层铁路应急通信网络的弊端,提出基于双层优化的铁路应急通信网络拓扑设计。设计传输骨干网约束条件,根据约束条件判断节点间距离能否建立通信链路;构建双层优化的铁路应急通信网络模型,利用模型优化铁路应急通信网络拓扑结构,将优化后的链路权重输入至生成对抗神经网络中完成网络拓扑结构的优化,实现基于双层优化的铁路应急通信网络拓扑设计。实验结果表明,所提方法的铁路应急通信网络拓扑设计稳定性高、时效性强、抗毁性强。In order to improve the quality of railway emergency communication and solve the disadvantages of single-layer railway emergency communication network, a railway emergency communication network topology design based on double-layer optimization is proposed. Design the constraints of the transmission backbone network, and judge whether the distance between nodes can establish a communication link according to the constraints;Build a two-level optimized railway emergency communication network model, use the model to optimize the railway emergency communication network topology, input the optimized link weight into the generated confrontation neural network to optimize the network topology, and realize the railway emergency communication network topology design based on the two-level optimization. The experimental results show that the proposed railway emergency communication network topology design has high stability, strong timeliness and strong survivability.
关 键 词:双层优化 铁路应急通信 网络拓扑设计 通信网络模型 深度学习方法
分 类 号:TP302[自动化与计算机技术—计算机系统结构]
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