Soft measurement modeling method based on cooperative noise allocation
A modeling method and soft measurement technology, applied in neural learning methods, biological neural network models, special data processing applications, etc.
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[0035] The present invention will be further described below in conjunction with the accompanying drawings.
[0036] The main function of cooperative apportionment noise operation is to weaken the noise in the data and balance the noise data and non-noise data. Therefore, normal feature extraction and regression network models can be connected after the apportioned noise operation, such as fully connected neural network, convolutional neural network, and recurrent neural network. The model diagram is as follows figure 1 shown.
[0037] In the process of industrial production, due to the complex environment and the large number and types of equipment, the collected data contains a lot of complex noise. The complex noise can be determined and weakened by the characteristics of the data itself, and different attributes have different credibility, and should have different strengths of weakening. The specific collaborative noise sharing operation process is as follows: figure ...
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