Fault diagnosis method of high voltage breaker
A high-voltage circuit breaker and fault diagnosis technology, applied in circuit breaker testing, instruments, measuring devices, etc., can solve problems such as parts replacement, and achieve the effects of high accuracy, huge application value and prospects, and fast classification efficiency
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[0025] Below in conjunction with accompanying drawing and specific embodiment the present invention is described in further detail:
[0026] Such as figure 1 As shown, the high-voltage circuit breaker fault diagnosis method of the present invention includes the following steps:
[0027] Step 1, collecting the closing and opening coil current of the high-voltage circuit breaker to form a data set, including the normal operation data of the circuit breaker and fault or approximate fault data;
[0028] Step 2: Encode the different state types of the circuit breakers involved, randomly extract data in proportion as pre-training samples, parameter fine-tuning samples and test samples, and perform normalization processing;
[0029] Step 3, establish a DBN classification network model, use unlabeled pre-training data samples for network pre-training, and label samples for parameter fine-tuning;
[0030] Step 4, use the trained DBN to diagnose the fault of the high voltage circuit b...
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