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Secure Water Treatment (SWaT) Dataset

Summary: SWaT is an operational testbed for water treatment, providing data under normal and attack scenarios for cybersecurity research.

Parameter Value
Name Secure Water Treatment (SWaT) Dataset
Labeled Yes
Time Series Yes
Simulation Yes
Missing Values No
Dataset Characteristics Multivariate, Time-Series
Feature Type Real
Associated Tasks Classification, Anomaly Detection
Number of Instances N/A
Number of Features 51
Date Donated 2015-12-02
Source iTrust, Singapore University of Technology and Design

Dataset Information

11 days of continuous operation: 7 under normal operation and 4 days with attack scenarios. Collected network traffic and all the values obtained from all 51 sensors and actuators. Data labeled according to normal and abnormal behaviors. Attack Scenarios: Derived through the attack models developed by our research team. The attack model considers the intent space of a CPS as an attack model. 41 attacks were launched during the 4 days and are described in the PDF.

Tags

Water treatment, Cybersecurity, Anomaly detection, Sensor data, Time-series data

References

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