CWRU Bearing Data Center

Category

Vibration / Condition Monitoring

Provider

Case Western Reserve University

Type

course

Level

build

Topic

Vibration / Condition Monitoring

Track

Vibration / Condition Monitoring

Section

Open Data Directory

Format

n/a

Status

publishable

Commercial

unknown

Featured

no

Fast start

no

Sequence

n/a

Priority

n/a

Primary source

learning_paths

Sources

learning_paths, website_existing

ID

afcb409dfdd7c238

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.

NASA IMS Bearing Dataset (legacy)

NASA

Classic bearing vibration dataset for predictive maintenance / fault diagnosis.

PHM Society Data Challenge (datasets)

PHM Society

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

IEEE PHM 2012 Data Challenge (Pronostia mirror)

Pronostia (GitHub mirror)

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

Awesome Bearing Datasets

github.com

Access: open. Curated index of public bearing/vibration datasets

PyWavelets Documentation

PyWavelets

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

SciPy Signal Processing

SciPy

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

PyOD (Python Outlier Detection)

PyOD

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

NREL Data Catalog

NREL

Open datasets for buildings/solar/wind/transport; fuel your energy-transfer modeling.

Open Power System Data (OPSD)

OPSD

Power system time series + grid datasets (Europe) for forecasting, dispatch, and optimization.

OneBuilding Climate Data (EPW / EnergyPlus Weather)

OneBuilding

EPW weather inputs for building energy simulation and energy transfer modeling.