Fault diagnosis method and system

The invention belongs to the field of equipment fault diagnosis, and particularly relates to a fault diagnosis method and system. The method comprises the following steps: inputting data corresponding to text description of a fault into a trained fault diagnosis model, and obtaining a feature vector...

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Hauptverfasser: YANG YONGKANG, MOU JUNTAO, ZHANG HAILI, SHI YULIN, ZHOU WEI, LI YONGBIN, ZHAO JINCHAO, LI YANHE, CHEN BIN, CUI MIN, YE LIJUAN, SONG SHENGCHENG, ZHANG YANCHAO, HUANG WEI, CAO XUELAN
Format: Patent
Sprache:chi ; eng
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Zusammenfassung:The invention belongs to the field of equipment fault diagnosis, and particularly relates to a fault diagnosis method and system. The method comprises the following steps: inputting data corresponding to text description of a fault into a trained fault diagnosis model, and obtaining a feature vector containing semantic information through a natural language processing algorithm module in the model; performing feature optimization compression through a feature optimization module containing an information bottleneck algorithm in the model to obtain an optimization vector output by the feature optimization module; inputting the optimization vector into a classifier module in the model to obtain a fault diagnosis result; the training mode of the model comprises the steps of inputting data corresponding to text description of a fault in a training set into the model, calculating a total loss function, and correspondingly iteratively updating parameters of the feature optimization module until an iteration stop co