基于区块链的白盒化光网络故障检测OA
White box optical network fault detection based on blockchain
针对白盒化通信网设备异常检测问题,提出了基于区块链的白盒化光网络故障检测方案.首先,设计了面向数据收集的区块链架构和基于区块链的数据收集与存储方案;然后,又设计了基于自编码器的数据异常检测算法;最后,将自编码器模型部署至区块链共识设备中,形成完整的基于区块链的异常检测机制.实验结果表明:在不同设备的采集数据下,所提方案可以快速实现数据上链存储,且能准确、快速地识别设备的异常数据,实现网络设备的实时异常检测.
Aiming at the problem of anomaly detection of white-box communication network equipment,a white-box optical net-work fault detection scheme based on blockchain is proposed.Firstly,a data collection oriented blockchain architecture and a da-ta collection and storage scheme based on blockchain are designed.Then,a data anomaly detection algorithm based on autoen-coder is designed.Finally,the autoencoder model is deployed to the blockchain consensus device to form a complete blockchain-based anomaly detection mechanism.The experimental results show that the proposed scheme can quickly realize the on-link storage of data collected by different devices,accurately and quickly identify the abnormal data of devices,and realize the re-al-time anomaly detection of network devices.
曾创展;蔡晨贾农;姚耀;刘伟;杨辉
61932 部队,北京 100000北京邮电大学 信息光子学与光通信国家重点实验室,北京 100876
电子信息工程
白盒化光网络异常检测区块链自编码器
white box optical networkanomaly detectionblockchainautoencoder
《光通信技术》 2024 (002)
72-77 / 6
国家自然科学基金面上项目(62271075)资助.
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