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Data set - fault diagnosis: various data and data description of bearings of Western Reserve University
2022-07-02 23:26:00 【u013250861】
The experiment platform
Platform composition
- One 1.5KW(2 horsepower ) The motor of ( On the left side of the picture );
- A torque sensor / Decoder ( Figure middle connection );
- A power tester ( On the right side of the picture );
- Electronic controller ( It doesn't show ) .
Bearing to be tested
- The bearing to be tested supports the rotating shaft of the motor ;
- The drive end bearing is SKF6205 , Sampling frequency is 12Khz and 48Khz;
- The fan end bearing is SKF6203 , Sampling frequency is 12Khz.
Fault setting
- The damage of bearing is the single point damage of EDM ;
- SKF The bearing is used to detect that the diameter is 0.1778、0.3556、0.5334 Mm damage ;
- NTN The bearing is used to detect the diameter 0.7112、1.016 Mm damage ;
Signal acquisition
- Because the damage position of the outer ring is relatively fixed , Therefore, the different positions of the damage point relative to the bearing load area affect the motor / The vibration response of the bearing system has a direct impact . To quantify this effect , The damage points of the outer ring of the bearing at the drive end and the fan end are placed at 3 O 'clock 、6 O 'clock 、12 Three different positions at o'clock .
- An acceleration sensor is placed above the bearing pedestal at the fan end and drive end of the motor respectively to collect the vibration acceleration signal of the faulty bearing .
- The vibration signal is generated by 16 Channel data recorder .
- Power and speed through the torque sensor / The decoder measures .
- Reinstall the machined faulty bearing into the test motor , Respectively in 0、1、2 and 3 Record the vibration acceleration signal data under the working condition of horsepower motor load condition . The normal samples obtained by the test-bed 8 individual 、 Outer ring damage sample 53 individual 、 Inner ring damage sample 23 And rolling element damage samples 11 individual .
Bearing data format
The data file is Matlab Format . Each file contains fan and drive end vibration data , And motor speed . For all the files , Display the following items in the variable name :
- DE - drive end accelerometer data Drive end acceleration data
- FE - fan end accelerometer data Fan end acceleration data
- BA - base accelerometer data Base acceleration data ( normal )
- time - time series data time series data
- RPM- rpm during testing Turn every minute , Divide 60 Is the rotation frequency
Reference material :
Interpretation of bearing data of Western Reserve University
Bearing data center of Western Reserve University
Research on Bearing Fault Diagnosis Based on data of Western Reserve University
All data of bearing data center of Western Reserve University
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