Summary: The AI4I 2020 Predictive Maintenance Dataset is a synthetic dataset that reflects real predictive maintenance data encountered in industry.
| Parameter | Value |
|---|---|
| Name | AI4I 2020 Predictive Maintenance Dataset |
| Labeled | Yes |
| Time Series | Yes |
| Simulation | Yes |
| Missing Values | No |
| Dataset Characteristics | Multivariate, Time-Series |
| Feature Type | Real |
| Associated Tasks | Classification, Regression, Causal-Discovery |
| Number of Instances | 10000 |
| Number of Features | 6 |
| Date Donated | 2020-08-29 |
| Source | UCI Machine Learning Repository |
Since real predictive maintenance datasets are generally difficult to obtain and in particular difficult to publish, we present and provide a synthetic dataset that reflects real predictive maintenance encountered in industry to the best of our knowledge.
Predictive maintenance, Synthetic data, Industry 4.0, Machine failure, Time-series data