Nuclear power plant fault diagnosis method and device and medium thereof
A technology for fault diagnosis and nuclear power plants, applied to instruments, biological neural network models, character and pattern recognition, etc., can solve problems such as inaccurate judgment of fault problems, and achieve the effects of avoiding human errors, accurate fault diagnosis, and ensuring safety
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[0078] In the above description, there is a step of judging whether the established diagnostic model meets the initial requirements. If the diagnostic model does not meet the initial conditions, the diagnostic model needs to be re-established. As for how to judge whether the diagnostic model meets the initial requirements, this embodiment A preferred embodiment is provided, including:
[0079] According to the accuracy of the prediction results of the diagnosis model on the test set data, the cross-entropy loss function and the prediction confusion matrix graph, it is judged whether the diagnosis model meets the initial requirements.
[0080] The calculation method of the accuracy is shown in the following formula:
[0081]
[0082] Among them, acc means accuracy, n 1 Indicates the number of correctly predicted samples, and n indicates the total number of samples.
[0083] The calculation method of the cross-entropy loss function is shown in the following formula:
[008...
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