0 0 0 phm - smart1004/doc GitHub Wiki

• caret_trainControl in r
  https://lovetoken.github.io/r/machinelearning/2017/04/23/caret_package.html
  한글이다.

• 아래 내용 엄청나게 좋다

• PHM Data Challenge 2008: Remaining Useful Lifetime Estimation from Sensor Data
  http://mkalikatzarakis.eu/category/r/

• IMS Bearing Dataset: Extracting Failure modes from vibration signals – MKalikatzarakis
  http://mkalikatzarakis.eu/ims-bearing-dataset/

• fast-fourier-transforms-in-python_개념이해
  https://ericstrong.org/fast-fourier-transforms-in-python/

• open-source-fft-spectrum-analyzer
  https://hackaday.io/project/12109-open-source-fft-spectrum-analyzer

• Vibrationdata Python Page
  http://www.vibrationdata.com/Python.htm

• iot-deep-learning-anomaly-detection(LSTM) – IBM Developer
  https://developer.ibm.com/tutorials/iot-deep-learning-anomaly-detection-5/
  Using Keras and TensorFlow for anomaly detection

• Perform a Fast Fourier Transform (FFT) for frequency analysis ***
  http://cowlet.org/2013/09/15/understanding-data-science-feature-extraction-with-r.html

• predictive-maintenance-part-i-introduction
  https://databoers.com/2018/03/01/predictive-maintenance-part-i-introduction/

• predictive-maintenance-python
  https://github.com/intel-iot-devkit/predictive-maintenance-python
  https://github.com/intel-iot-devkit/predictive-maintenance-python/blob/master/FFT/readme.md

• Featuretools > predict-remaining-useful-life
  https://github.com/Featuretools/predict-remaining-useful-life

Then, you can use data.X_train, data.y_train, data.X_test, data.y_test, data.labels, data.nclasses to train and evaluate your data driven fault diagnostic algrithms.

• Case Western Reserve University Bearing Data
  https://github.com/Litchiware/cwru

• summary-on-vibration-analysis-for-bearing-fault-detection-and-classification-using-an-e66a883ecf4f
  https://medium.com/@khademi/a-summary-on-vibration-analysis-for-bearing-fault-detection-and-classification-using-an-e66a883ecf4f

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• vibration_toolbox-educational set of codes
  https://github.com/vibrationtoolbox/vibration_toolbox/tree/master/docs/tutorial
  http://vibrationtoolbox.github.io/vibration_toolbox/
  Originally written for Matlab®, this Python version is a completely new design build for modern education. This is an educational set of codes intended primarily for demonstration of concepts.

• 좋은 자료 많음
  https://github.com/drericstrong/Blog