Awesome Bearing Datasets

Category

Vibration / Condition Monitoring

Provider

github.com

Type

repo

Level

unknown

Topic

Vibration / Condition Monitoring

Track

n/a

Section

Open Data Directory

Format

n/a

Status

publishable

Commercial

unknown

Featured

no

Fast start

no

Sequence

n/a

Priority

n/a

Primary source

website_existing

Sources

website_existing

ID

e70d2fd522adb778

XJTU-SY Bearing Dataset

XJTU / SumYoung (GitHub)

Run-to-failure bearing dataset for RUL modeling, sequence learning, and prognostics.

Paderborn Bearing Dataset (Zenodo)

Paderborn University / Zenodo

Bearing fault dataset (Zenodo record); strong for feature extraction + baselines.

CWRU Bearing Data Center

Case Western Reserve University

Bearing vibration/motor fault data + documentation for diagnosis pipelines.

PHM Society Data Challenge (datasets)

PHM Society

Public PHM benchmark datasets; practice anomaly detection + remaining useful life.

NASA IMS Bearing Dataset (legacy)

NASA

Classic bearing vibration dataset for predictive maintenance / fault diagnosis.

IEEE PHM 2012 Data Challenge (Pronostia mirror)

Pronostia (GitHub mirror)

Pronostia bearing dataset mirror; classic RUL benchmark for condition-based maintenance.

FiveThirtyEight Datasets

github.com

Access: open. Public datasets

SciPy Signal Processing

SciPy

Filters, spectra, STFT/FFT, and core tools for vibration + frequency analysis.

PyWavelets Documentation

PyWavelets

Wavelet transforms for non-stationary vibration analysis and fault signatures.

PyOD (Python Outlier Detection)

PyOD

Baseline anomaly detection toolbox; useful for sensor/vibration monitoring.

ToyADMOS Dataset

github.com

Access: open. Toy conveyor/valve data for acoustic anomaly detection

S2ORC

github.com

Access: open. Scholarly corpus