Control variable classification, modeling and anomaly detection in Modbus/TCP SCADA systems
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Summary
A novel domain-aware anomaly detection system that detects irregular changes in Modbus/TCP SCADA control register values and develops an automatic classifier to identify the different types of registers.
- Type
- article
- Published
- 2015-09-01
- Cited by
- 95
- References
- 31
- OpenAlex
- https://openalex.org/W214166028
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:40863319
Keywords
Modbus, SCADA, Anomaly detection, Parameterized complexity, Classifier (UML)
References
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- Accurate Modeling of The Siemens S7 SCADA Protocol For Intrusion Detection And Digital Forensic
- Snort - Lightweight Intrusion Detection for Networks
- Modbus/DNP3 State-Based Intrusion Detection System
- Outside the Closed World: On Using Machine Learning for Network Intrusion Detection
- On the Kolmogorov-Smirnov Test for Normality with Mean and Variance Unknown
- On Indices of Dispersion
- A Test of Goodness of Fit
- X. On the criterion that a given system of deviations from the probable in the case of a correlated system of variables is such that it can be reasonably supposed to have arisen from random sampling
- Stuxnet: Dissecting a Cyberwarfare Weapon
- Detection, correlation, and visualization of attacks against critical infrastructure systems
- Stuxnet, the real start of cyber warfare? [Editor's Note]
- Smart grids, smart cities need better networks [Editor's Note]
- Accurate modeling of Modbus/TCP for intrusion detection in SCADA systems
- Intrusion Monitoring in Process Control Systems
- Robustness of the Markov-chain model for cyber-attack detection
- Exponential smoothing: The state of the art
Cited by
- A SCADA Intrusion Detection Framework that Incorporates Process Semantics
- Automatic Construction of Statechart-Based Anomaly Detection Models for Multi-Threaded Industrial Control Systems
- Intrusion detection in SCADA systems by traffic periodicity and telemetry analysis
- Development of the EPICS-based monitoring and control system for EAST fast control power system
- Information Security Theory and Practice
- Automatic Construction of Statechart-Based Anomaly Detection Models for Multi-Threaded SCADA via Spectral Analysis
- Benchmarking electricity use of deep-level mines
- The Untilisation of Information Available in a Sensorless Control System of an AC Induction Motor for Condition Monitoring
- Field classification, modeling and anomaly detection in unknown CAN bus networks
- Network Anomaly Detection in Critical Infrastructure Based on Mininet Network Simulator
- Real-Time Intrusion Detection Method Based on Bidirectional Access of Modbus/TCP Protocol
- A Novel LWCSO-PKM-Based Feature Optimization and Classification of Attack Types in SCADA Network
- Intrusion Detection Method Based on Support Vector Machine Access of Modbus TCP Protocol
- Stealthy Deception Attacks Against SCADA Systems
- Cybersecurity protection for power grid control infrastructures
- A technique for bytecode decompilation of PLC program
- Design and PC implementation of a graphical interface for electric power management: Network management system of power distribution
- A New Burst-DFA model for SCADA Anomaly Detection
- From System Specification to Anomaly Detection (and back)
- Automation of control processes in specialized pyrolysis complexes based on web SCADA systems
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