Modeling method of support vector machine (SVM)-based software measurement instrument in biological fermentation process
A support vector machine and bio-fermentation technology, applied in biochemical equipment and methods, bioreactor/fermenter combination, specific-purpose bioreactor/fermenter, etc., can solve problems such as difficulties in determining the support vector machine model, Achieve the effects of automatic parameter optimization, automatic selection of input variables, and high precision
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[0037] as the picture shows, figure 1 It is a schematic diagram of the optimization modeling method based on the support vector machine soft measurement instrument in the biological fermentation process. This figure shows the framework and basic composition of the support vector machine soft measurement instrument optimization modeling method in the biological fermentation process. figure 2 In order to optimize the flow chart of support vector machine soft measurement modeling, the figure describes the details of the optimization process. The implementation steps of the method are as follows:
[0038] Step 1: Collect historical fermentation data for the microbial fermentation process in the biological fermentor, and divide the data into training samples and prediction samples.
[0039] Step 2: Perform data normalization preprocessing operations on all historical fermentation data, and limit all variable values to the interval [-1, 1], that is X ′ = - 1 + X - ...
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