Summary: An international database comprising industrial control loops predominantly suffering from stiction. It encompasses data from various sectors contributed by multiple international experts.
| Parameter | Value |
|---|---|
| Name | ISDB - International Stiction Data Base |
| Labeled | Yes |
| Time Series | Yes |
| Simulation | No |
| Missing Values | No |
| Dataset Characteristics | Time-Series, Multivariate |
| Feature Type | Real |
| Associated Tasks | Classification |
| Number of Instances | INA |
| Number of Features | INA |
| Date Donated | INA |
| Source | University of Alberta |
This is an international database of industrial control loops (most of them suffering from stiction) from different fields. It was an outcome of a project initiated by Mohieddine Jelali during the writing of the book 'Detection and Diagnosis of Stiction in Control Loops: State of the Art and Advanced Methods' available at https://sites.ualberta.ca/~bhuang/Stiction-Book.htm.
The data were provided by different international colleagues (called Stiction Group) who have contributed to the book. The Stiction Group has decided to publish the database to enable other researchers working in the field to test their own methods on industrial data.
Valve stiction, Control loop analysis, Industrial process optimization, Fault diagnosis