Method and device for detecting fermentation process of grape wine malolactic
A technology of malolactic fermentation and detection method, which is applied in measuring devices, material analysis through optical means, instruments, etc., can solve the problems of high price and achieve the effects of less pollution, high speed and high efficiency
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Embodiment 1
[0047] The present embodiment provides a method for detecting a wine malolactic fermentation process, comprising the following steps:
[0048] S1, collect 50 groups of fermentation broth samples in the malolactic fermentation process at different time periods;
[0049] S2, irradiating the fermentation broth sample with near-infrared light with a wavelength of 800-2500 nm;
[0050] S3, collecting the intensity of light of different wavelengths after passing through the fermentation broth sample to obtain 50 sets of spectral data;
[0051] S41. Use the Denoising Auto-Encoder method in the BERT pre-training model to perform noise reduction and automatic encoding on 50 sets of spectral data to obtain 50*50-dimensional spectral data;
[0052] S42. Use the historical 50*50-dimensional spectral data as the input layer training sample of the ResNet34 model, and use the historical fermentation broth sample target substance malic acid content as the output layer training sample of the ...
Embodiment 2
[0057] The present embodiment provides a method for detecting a wine malolactic fermentation process, comprising the following steps:
[0058] S1, collect 100 groups of fermentation broth samples in the malolactic fermentation process at different time periods;
[0059] S2, irradiating the fermentation broth sample with near-infrared light with a wavelength of 800-2500 nm;
[0060] S3, collect the intensity of light of different wavelengths after passing through the fermentation broth sample, and obtain 100 sets of spectral data;
[0061] S41. Use the Denoising Auto-Encoder method in the BERT pre-training model to perform noise reduction and automatic encoding on 100 sets of spectral data to obtain 100*100-dimensional spectral data;
[0062] S42. Use the historical 100*100-dimensional spectral data as the input layer training sample of the ResNet34 model, and use the historical fermentation broth sample target substance malic acid content as the output layer training sample o...
Embodiment 3
[0068] In order to cooperate with the detection method for realizing the above-mentioned wine malolactic fermentation process, the present embodiment provides a detection device for the wine malolactic fermentation process, such as: figure 2 As shown, the device includes:
[0069] Sample bin: used to store the collected fermentation broth samples;
[0070] Light source module: including a miniature near-infrared spectrometer with a model of MicroNIR1700, which can emit near-infrared light with a wavelength of 950 to 1650 nm to irradiate the fermentation broth samples in the sample chamber;
[0071] Data acquisition module: collect the intensity of light of different wavelengths after passing through the fermentation broth sample through the receiver to obtain spectral data;
[0072] Data analysis module: The built-in pre-established target substance content prediction model is used to calculate the content of the target substance according to the spectral data obtained by th...
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