Skip to main content
External

Predictive maintenance dataset (v1.0.0)

Industrial IoT & Predictive Maintenance Industrial IoT
182 views
1 min read
License
Catalog metadata: This page is a discovery record, not publisher documentation. Verify the description, schema, provenance, version, licence, and citation at the linked source before use.

Catalog Summary

"Public (anonymized) predictive maintenance datasets from Huawei Munich Research Center for elevator industry; operation time series sampled at 4Hz (16:30–23:30) using electromechanical sensors, humidity, and vibration."

Catalog Notes

Public (anonymized) predictive maintenance datasets from Huawei Munich Research Center. The data is intended for predictive maintenance of elevator doors to reduce unplanned stops and maximize equipment life cycle. It contains operation data as time series sampled at 4Hz during high-peak and evening usage (16:30–23:30), considering electromechanical sensors (Door Ball Bearing Sensor), humidity, and vibration.

View Data Structure

To explore column names, data types, and sample rows, visit the official dataset page on External.

Preview on External

Cite This Dataset 

Huawei Munich Research Center (2020). Predictive maintenance dataset.. [Dataset]. Zenodo. https://doi.org/10.5281/zenodo.3653909

Source metadata: Zenodo (2020) · DOI: 10.5281/zenodo.3653909

Indexed by IoTDataset.com on Feb 08, 2026

Review the Source Record

Confirm the licence, version, access conditions, file format, and provenance at the source before use.

Open Source Page

Related Topics & Keywords

#predictive-maintenance #elevator #industrial-iot #timeseries #4hz #vibration #humidity #zenodo
Browse all Industrial IoT & Predictive Maintenance datasets

Share This Research

More in Industrial IoT & Predictive Maintenance

View All
Industrial IoT Zenodo

Huawei Elevator Predictive Maintenance Dataset — IoT Door Sensors [453.9 kB]

Anonymized elevator-door IoT sensor time series from Huawei Munich Research Center. ZIP format, 453.9 kB, sampled at 4 Hz for predictive maintenance of elevator doors.

Jun 06, 2026
Industrial IoT University

CWRU Bearing Fault Dataset — 2HP Motor Vibration, 4 Fault Diameters [12k & 48k Hz]

Benchmark bearing vibration dataset from Case Western Reserve University with drive-end and fan-end faults at 4 severity levels. Sampled at 12 kHz and 48 kHz. MATLAB MAT and CSV formats. Used for fault diagnosis and vibration-based condition monitoring.

Apr 10, 2026
Industrial IoT Government

NASA C-MAPSS Turbofan Engine Degradation — 4 Sub-datasets, 21 Sensors [Run-to-Failure]

NASA Prognostics Center run-to-failure simulation dataset for turbofan engines. Four operational sub-datasets with 21 sensor channels and 3 operational settings. TXT/CSV format. Primary benchmark for Remaining Useful Life (RUL) estimation.

Apr 10, 2026
Industrial IoT UCI

AI4I 2020 Predictive Maintenance — Milling Machine Sensor Failures [10,000 Records]

Synthetic IIoT dataset reflecting real milling machine predictive maintenance scenarios. 10,000 records with 14 features including air temperature, process temperature, rotational speed, torque, and 5 labeled failure types. CSV format. Ideal for multi-label fault classification.

Apr 10, 2026
Industrial IoT Kaggle

Bosch Production Line Performance — Assembly Line Fault Detection [1.18M Parts]

One of Kaggle's largest IIoT manufacturing datasets with 1.18 million parts measured across Bosch's assembly lines. Thousands of anonymized sensor features split across numeric, categorical, and date files. CSV format. Used for quality control and failure prediction.

Apr 10, 2026
Industrial IoT Research Paper

IIoT Metalworking Fluid Degradation — Real-World Physicochemical Sensor Monitoring [Multi-Month]

Real-world IIoT multivariate time series dataset tracking physicochemical degradation of metalworking fluid over several months. Includes imputed benchmark variants for 5 methods. CSV format. Designed for predictive maintenance and anomaly detection research in manufacturing.

Apr 10, 2026

Explore other topics

All topics →
Healthcare & Medical IoT 31 Smart Agriculture 21 Smart City & Urban Sensing 59 Smart Home & Buildings 79 Energy & Smart Grid 14 Environment & Air Quality 19 Wearables & Human Activity 7 Connected Vehicles 7 IoT Security & Intrusion Detection 57 Sensor Networks & Telemetry 14