Traffic-Locality-Based Creation of Flow Whitelists for SCADA Networks

2015 ◽  
pp. 87-102 ◽  
Author(s):  
Seungoh Choi ◽  
Yeop Chang ◽  
Jeong-Han Yun ◽  
Woonyon Kim
Keyword(s):  
Scada Networks

scholarly journals Autoencoder Based Anomaly Detection for SCADA Networks

2021 ◽  
Vol 11 (2) ◽  
pp. 83-99
Author(s):  
Sajid Nazir ◽  
Shushma Patel ◽  
Dilip Patel
Keyword(s):  
Cyber Attacks ◽  
Traffic Patterns ◽  
Industrial Control ◽  
Industrial Control Systems ◽  
Physical Systems ◽  
Anomalous Data ◽  
National Importance ◽  
Attack Patterns ◽  
Attack Surface ◽  
Scada Networks

Supervisory control and data acquisition (SCADA) systems are industrial control systems that are used to monitor critical infrastructures such as airports, transport, health, and public services of national importance. These are cyber physical systems, which are increasingly integrated with networks and internet of things devices. However, this results in a larger attack surface for cyber threats, making it important to identify and thwart cyber-attacks by detecting anomalous network traffic patterns. Compared to other techniques, as well as detecting known attack patterns, machine learning can also detect new and evolving threats. Autoencoders are a type of neural network that generates a compressed representation of its input data and through reconstruction loss of inputs can help identify anomalous data. This paper proposes the use of autoencoders for unsupervised anomaly-based intrusion detection using an appropriate differentiating threshold from the loss distribution and demonstrate improvements in results compared to other techniques for SCADA gas pipeline dataset.

Unsupervised Time-Series based Anomaly Detection in ICS/SCADA Networks

2021 ◽  
Author(s):  
Ali Tekeoglu ◽  
Korkut Bekiroglu ◽  
Chen-Fu Chiang ◽  
Sam Sengupta
Keyword(s):  
Time Series ◽  
Anomaly Detection ◽  
Scada Networks

scholarly journals A Review on Current and Old SCADA Networks Applied to Water Distribution Systems

2019 ◽  
Author(s):  
Daniel Jose Franco ◽  
Abdullah Bin Muhammed ◽  
Shamala K. Subramaniam ◽  
Azizol Abdullah ◽  
Rui Miguel Silva ◽  
...  
Keyword(s):  
Distribution Systems ◽  
Water Distribution ◽  
Water Distribution Systems ◽  
Scada Networks

Timing-Based Anomaly Detection in SCADA Networks

2018 ◽  
pp. 48-59 ◽  
Author(s):  
Chih-Yuan Lin ◽  
Simin Nadjm-Tehrani ◽  
Mikael Asplund
Keyword(s):  
Anomaly Detection ◽  
Scada Networks

Flow Whitelists Creation Reflecting the Diversity of Scada Networks

2017 ◽  
Vol 42 (6) ◽  
pp. 1167-1174
Author(s):  
Woo-Suk Jung ◽  
Jeong-Han Yun ◽  
Sin-Kyu Kim ◽  
Kyu-seok Shim ◽  
Sung-Min Kim ◽  
...  
Keyword(s):  
Scada Networks

Exploring convergence for SCADA Networks

ISGT 2011 ◽  
2011 ◽  
Author(s):  
Erich Heine ◽  
Himanshu Khurana ◽  
Tim Yardley
Keyword(s):  
Scada Networks
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