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cbm-datasets's Introduction

Motor Fault Sample Dataset

Sample Dataset Information

Raw Data Properties

Sample motor data is collected using a SpectraQuest Machinery Fault Simulator. The setup looks as follows:

SampleMotorDataLimerick - Overview

Faults tested include a variety of mechanical faults as follows:

  • Very Light Imbalance
  • Light Imbalance
  • Heavy Imbalance
  • Very Heavy Imbalance
  • Bent Shaft
  • Misaligned Shaft (Angular)
  • Light Inner Race Fault
  • Heavy Inner Race Fault
  • Light Outer Race Fault
  • Heavy Outer Race Fault
  • Light Ball Bearing Fault
  • Heavy Ball Bearing Fault

For imbalance faults, varying loads are applied in the setup, a sample can be seen here:

Sample Imbalance

Details for other fault types: Other Faults

Each fault was tested at 600, 1200, 1800, 2400 and 3000 RPM and tested both with and without an additional 11 lb (5 kg) load on the shaft. ADI's ADXL356 Tri-Axis MEMS Accelerometer is used to collect the motor vibration data.

For the ADXL356 sensor, the sampling frequency was 20 kHz and data csv files recorded for 2 seconds in the X, Y and Z directions.

Data files are saved in .csv format with the following naming convention:

File Naming Convention

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