Where can I find the MATLAB code for Principle Component Analysis and MLP ANN to carry out Fault Diagnosis in rotating machines?
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I am working on the determination of unique vibration-based fault features in industrial rotating machines and basically looking to extract these fault features like Ku, Crest Factor, Mean, Standard Deviation etc. from machine time domain signals. As a part of this study, I am to conduct Principle Component Analysis for dimensionality reduction and then use a multi-layer perceptron ANN for pattern classification.
Since I am relatively new to MATLAB, I haven't yet been able to develop a source code that can perform PCA and then use results as inputs to ANN. Can anybody tell me where can I get some help on this?
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Greg Heath
2017-4-23
SEARCH both the NEWSGROUP and ANSWERS with the search words
principal component analysis
Thank you for formally accepting my answer
Greg
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Aditya Baru
2018-5-2
Here are some examples (with code) that do exactly what you mentioned:
https://www.mathworks.com/help/predmaint/examples/wind-turbine-high-speed-bearing-prognosis.html https://www.mathworks.com/help/predmaint/examples/Rolling-Element-Bearing-Fault-Diagnosis.html https://www.mathworks.com/help/signal/examples/vibration-analysis-of-rotating-machinery.html
The first example also covers how PCA can be used to combine features
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