RNN-based Early Cyber-Attack Detection for the Tennessee Eastman Process
نویسندگان
چکیده
An RNN-based forecasting approach is used to early detect anomalies in industrial multivariate time series data from a simulated Tennessee Eastman Process (TEP) with many cyberattacks. This work continues a previously proposed LSTM-based approach to the fault detection in simpler data. It is considered necessary to adapt the RNN network to deal with data containing stochastic, stationary, transitive and a rich variety of anomalous behaviours. There is particular focus on early detection with special NABmetric. A comparison with the DPCA approach is provided. The generated data set is made publicly available.
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ورودعنوان ژورنال:
- CoRR
دوره abs/1709.02232 شماره
صفحات -
تاریخ انتشار 2017