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HARDWARE FAULT PREDICTION METHOD AND PREDICTION APPARATUS

机译:硬件故障预测方法和预测装置

摘要

Provided in the embodiments of the present application is a hardware fault prediction method, used for identifying hidden fault symptoms in hardware in advance by means of learning from historical traffic statistics data and configuration data, thereby enhancing operation and maintenance efficiency. An embodiment of the present application comprises: acquiring historical traffic statistics data and configuration data and historical warning data of an optical module; performing feature extraction on the historical traffic statistics data and configuration data to obtain historical feature data; on the basis of the historical warning data, labelling the historical feature data to obtain labelled historical feature data; performing model training on the labelled historical feature data to obtain a current classification model; and, on the basis of a preset algorithm, filtering the current classification model to obtain a reference classification model.
机译:本申请实施例提供了一种硬件故障预测方法,用于通过从历史流量统计数据和配置数据中学习,提前识别出硬件中隐藏的故障症状,从而提高了运维效率。本申请实施例包括:获取光模块的历史流量统计数据,配置数据和历史告警数据;对历史流量统计数据和配置数据进行特征提取,得到历史特征数据;在历史预警数据的基础上,对历史特征数据进行标注,得到标注历史特征数据;对标注的历史特征数据进行模型训练,得到当前的分类模型;基于预设算法,对当前分类模型进行过滤,得到参考分类模型。

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