Data sets from CPS for ML applications
SLIDe (Steam Line Intrusion Detection Benchmark) benchmark is devoted to the analysis of diagnostic algorithms for the detection and isolation of process faults and the detection of cyberattacks for a simulated fragment of the steam line of a fluidized bed boiler including the third and fourth stage of superheaters. It includes challenging scenarios including sensor, actuator, and technological components faults as well as cyber-attacks. To reflect the industrial nature of the benchmark, participants will only have a qualitative description of the process with a list of measurements and a few archival datasets representing different operating conditions, but only for fault-free and attack-free states.
The 2-stages steam line superheaters simulator models the processes within the boiler of a power unit. In each of these sections there is an attemperator, a superheater and a cascade controller - the main controller controls the temperature of the steam after the superheater, while the auxiliary controller, which controls the injection water valve, controls the temperature after the cooler.