Equipment failure early-warning system based on model lifecycle management
A technology of equipment failure and early warning system, applied in data processing applications, electrical testing/monitoring, resources, etc., can solve problems such as early warning errors, accuracy decline, and reliance on machine learning modeling methods, so as to reduce operation and maintenance costs and equipment The effect of downtime
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[0019] In order to make the purpose, technical solution and advantages of the present invention more clear, the embodiments of the present invention will be described in detail below in conjunction with the accompanying drawings. It should be noted that, in the case of no conflict, the embodiments in the present application and the features in the embodiments can be combined arbitrarily with each other.
[0020] Such as figure 1 As shown, the equipment failure early warning system based on model lifecycle management in this application includes a data preparation module, a real-time failure warning module, a model risk management module, a model self-learning module and a model library.
[0021] The data preparation module reads in external real-time data and performs preprocessing, transfers the processed external real-time data to the real-time fault early warning module for analysis, and transfers the accumulated labeled samples to the model risk management module for relia...
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