网络损伤仿真系统的研究与实现

Dongyan Zhang, Yuan-zhi Xu
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引用次数: 0

摘要

网络损伤仿真旨在在局域网(LAN)上模拟不同的Internet网络环境,为各种网络条件(时延、带宽限制、网络冲突等)下的不同业务提供测试环境。在真实的网络环境中验证了该应用程序。本文利用Linux中的流量控制机制,实现了一个基于Linux平台的系统,通过netlink与Linux内核通信,实现网络破坏仿真。在本仿真系统中,除了实现网络延迟、丢包、限速、重复、混沌、抖动等功能外,还按照一定的网络丢失策略进行仿真。对于网络延迟模拟,我们提出使用麻雀搜索算法优化的长短期记忆(SSA-LSTM)算法,利用过去的网络延迟数据预测未来的延迟。并在预测结果的基础上,在网络损伤仿真系统中进行精确的仿真,使时延的网络损伤仿真更符合真实的广域网环境。最后,通过实验验证了网络损伤仿真系统的功能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Research and implementation of network impairment simulation system
Network impairment simulation is designed to simulate different Internet network environments on a local area network(LAN) and provide testing environments for different services under various network conditions (latency, bandwidth limitations, network conflicts, etc.). This verifies the application in a real network environment. In this paper, we implement a system based on the Linux platform which communicate with the Linux kernel through netlink to achieve network damage simulation using the traffic control mechanism in Linux. In this simulation system, it also implements simulation according to certain network loss policies in besides implementing network delay, packet loss, speed limit, repetition, chaos, jitter, etc.. For network delay simulation, we proposed to use sparrow search algorithm-optimized long short-term memory(SSA-LSTM) algorithm to predict future delays using past network delay data. And to perform accurate simulation in the network impairment simulation system based on the results obtained from the prediction, which makes the network impairment simulation about delay more consistent with the real WAN environment. Finally, the experiment verifies the function of the network impairment simulation system.
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