How I organize and insert NIR dataset for Classification Learner.
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Hello,
I currently research the field of near-infrared spectroscopy (NIR), mainly in the analysis of the spectra of polymeric materials. I would like to make a system for classifying these spectra by machine learning. Literature indicates the APP Classification Leaner and its models to perform the training of the spectra. However, I'm having trouble inserting the spectra sheet (containing wavelength and absorbance values). Being new to Matlab, I don't know how to organize these spreadsheets with different values, because the wavelength is constant for the different samples, but the absorbance varies for them. My idea is to classify the spectra for the different materials. How could I organize the spreadsheet and develop the training?
If anyone can help me with a tutorial or quick step by step, I would be extremely grateful.
Thanks.
3 个评论
Godwin Jr.
2024-9-25
编辑:Godwin Jr.
2024-9-25
I tried this method but all models work great on training sets but are terrible on test data. Any help with machine learning workflows for NIR Spectroscopy in MATLAB?
jianjun
2025-2-27
Hello. I looked this interesting comments. I have another question, that is, how can I use matlab+SOLO APP to give a classification analysis without Y value when establishing NIR model with only wavalength values? For example, I have 200 sample, these samples are individual grain kernel, and I want to see if they can be grouped by their weavelength information? If yes, how to realize it? Thanks!
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