Dataset Viewer
signal
sequencelengths 614k
614k
| signal_length
int64 614k
614k
| sampling_frequency
float64 51.2k
51.2k
| speed
float64 6
6
| radial_load
float64 10.5
10.5
| defect_size
float64 1
1
| defect_type
stringclasses 1
value | test_number
int64 1
1
|
|---|---|---|---|---|---|---|---|
[0.006147126667201519,0.007488619070500135,0.004021978471428156,-0.0004504756652750075,-0.0031182018(...TRUNCATED) | 614,400 | 51,200 | 6 | 10.5 | 1 | BPFO | 1 |
[-0.016036929562687874,-0.01278939563781023,-0.01652030646800995,-0.004182606935501099,-0.0011261043(...TRUNCATED) | 614,400 | 51,200 | 6 | 10.5 | 1 | BPFO | 1 |
[0.0014720449689775705,-0.0014031914761289954,-0.004584200214594603,-0.0005060151452198625,0.0103028(...TRUNCATED) | 614,400 | 51,200 | 6 | 10.5 | 1 | BPFO | 1 |
[-0.002130697714164853,0.0001647309254622087,0.0005852441536262631,-0.0016436590813100338,-0.0046250(...TRUNCATED) | 614,400 | 51,200 | 6 | 10.5 | 1 | BPFO | 1 |
[-0.0038518114015460014,-0.004827109165489674,0.0012254740577191114,0.009001611731946468,0.006335716(...TRUNCATED) | 614,400 | 51,200 | 6 | 10.5 | 1 | BPFO | 1 |
[0.0021549975499510765,-0.0021014020312577486,-0.004702602978795767,0.00309916865080595,0.0088880918(...TRUNCATED) | 614,400 | 51,200 | 6 | 10.5 | 1 | BPFO | 1 |
[-0.000051934093789895996,-0.0102895088493824,-0.015760453417897224,-0.014655767008662224,-0.0017773(...TRUNCATED) | 614,400 | 51,200 | 6 | 10.5 | 1 | BPFO | 1 |
[0.009754751808941364,0.005350654013454914,0.0044247922487556934,0.006145906168967485,-0.00039554649(...TRUNCATED) | 614,400 | 51,200 | 6 | 10.5 | 1 | BPFO | 1 |
[-0.026640089228749275,-0.017128190025687218,-0.005597338080406189,0.011900651268661022,0.0159312300(...TRUNCATED) | 614,400 | 51,200 | 6 | 10.5 | 1 | BPFO | 1 |
[0.01568649150431156,0.0044907075352966785,-0.006570804864168167,-0.008453654125332832,-0.0058811386(...TRUNCATED) | 614,400 | 51,200 | 6 | 10.5 | 1 | BPFO | 1 |
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in Data Studio
This dataset is a subset of the bearing run-to-failure dataset of UNSW :
- Horizontal acceleration (accH) measurements
- Test 1 and Test 3 from the original dataset
- Sampling frequency: 51200 Hz
- Each sample contains signal data, signal length, sampling frequency, speed (6.0 Hz), radial load (10.5 kN), defect size (1.0 and 0.5 mm), and defect type (BPFO)
Implementation
This dataset is used as the validation dataset in this RUL prediction project: https://github.com/alidi24/bearing-rul-prediction.git
Original Dataset
- Source: 10.17632/h4df4mgrfb.3
License
This dataset is shared under the CC BY 4.0 license, the same as the original dataset.
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