On-line soft measuring method of regular first-line oil flash point
A constant-line, soft-measurement technology, applied in the direction of material flash point, etc., can solve the problems of model output stability decline, calculation accuracy reduction, redundant variables, etc., to achieve the effect of reducing the amount of calculation and shortening the training time
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[0052] 1. Data collection and preprocessing
[0053] Collect more than 400 sets of historical production data from the industrial site, remove gross errors and abnormal data, select 400 sets to train the neural network, and use formula (4) to normalize the input variables, x 1 The range of variation is [98.8162,115.8676], x 2 The range of variation is [191.0841, 198.5803], x 3 The range of variation is [32.2248,56.3832], x 4 The range of variation is [0.2354,0.2701], x 5 The variation range of is [0.0624,0.0715], here, a=-1, b=1. The input variable normalization calculation formula is as follows:
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[0060] Use formula (5) to normalize the dependent variable. The normalized range of first-line oil is [227.4, 234.6], normalized to [0.1, 0.9], here d=0.9, c=0.1, calculate The formula is:
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[0062] 2. Establishment of soft sensor model
[0063] The number of nodes in the input layer of the neu...
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