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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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 |
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