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Data set for Rolling Element Bearing Fault Diagnosis example in Predictive Maintenance Toolbox

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RollingElementBearingFaultDiagnosis-Data

Dataset for Rolling Element Bearing Fault Diagnosis example in Predictive Maintenance Toolbox.

The data is sourced from https://data-acoustics.com/measurements/bearing-faults/bearing-2/.

The data is provided under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. Mathworks Inc. has obtained permission from the data owner Eric Bechhoefer to use the data for commercial purpose. Please contact the owner Eric Bechhoefer for any other commercial uses.

Instruction

Click 'Clone or download' button of the repository and select 'Download Zip'. Save the zip file in the same directory as the example live script. Then run the live script.

Modification of the original data

The orginal dataset contains 6 folders:

  • 1 - Three Baseline Conditions
  • 2 - Three Outer Race Fault Conditions
  • 3 - Seven More Outer Race Fault Conditions
  • 4 - Seven Inner Race Fault Conditions
  • 5 - Analyses
  • 6 - Real World Examples

This repository only contains data of the first 4 folders. The data is re-organized and split into train_folder and test_folder. For the full dataset, see https://data-acoustics.com/measurements/bearing-faults/bearing-2/.

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Data set for Rolling Element Bearing Fault Diagnosis example in Predictive Maintenance Toolbox

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