PHM Society Data Challenge (datasets)

Category

Vibration / Condition Monitoring

Provider

PHM Society

Type

dataset

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

0811e182c57bcfa7

IEEE PHM 2012 Data Challenge (Pronostia mirror)

Pronostia (GitHub mirror)

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

CWRU Bearing Data Center

Case Western Reserve University

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

Awesome Bearing Datasets

github.com

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

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.

XJTU-SY Bearing Dataset

XJTU / SumYoung (GitHub)

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

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.

DCASE Challenge (industrial sound datasets)

dcase.community

Access: open. Anomalous sound detection tasks and datasets (industrial machines)

SciPy Signal Processing

SciPy

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

Hugging Face Datasets

Hugging Face

Massive public dataset hub spanning NLP, code, vision, audio, robotics, and benchmarks.

RedPajama-Data-v2

together.ai

Access: open. Pretraining mix