162 citations · 174 across the 4 of their papers we have counts for
6 papers
Machine Learning for Intrusion Detection in Industrial Control Systems: Applications, Challenges, and Recommendations
Muhammad Azmi Umer, Khurum Nazir Junejo, Muhammad Taha Jilani +1
Methods from machine learning are being applied to design Industrial Control Systems resilient to cyber-attacks. Such methods focus on two major areas: the detection of intrusions…
Attack Rules: An Adversarial Approach to Generate Attacks for Industrial Control Systems using Machine Learning
Muhammad Azmi Umer, Chuadhry Mujeeb Ahmed, Muhammad Taha Jilani +1
Adversarial learning is used to test the robustness of machine learning algorithms under attack and create attacks that deceive the anomaly detection methods in Industrial Control…
Scanning the Cycle: Timing-based Authentication on PLCs
Chuadhry Mujeeb Ahmed, Martin Ochoa, Jianying Zhou +1
Programmable Logic Controllers (PLCs) are a core component of an Industrial Control System (ICS). However, if a PLC is compromised or the commands sent across a network from the PL…
Investigation of Cyber Attacks on a Water Distribution System
Sridhar Adepu, Venkata Reddy Palleti, Gyanendra Mishra +1
A Cyber Physical System (CPS) consists of cyber components for computation and communication, and physical components such as sensors and actuators for process control. These compo…
Assessing the Effectiveness of Attack Detection at a Hackfest on Industrial Control Systems
Sridhar Adepu, Aditya Mathur
A hackfest named SWaT Security Showdown (S3) has been organized consecutively for two years. S3 has enabled researchers and practitioners to assess the effectiveness of methods and…
NoiSense: Detecting Data Integrity Attacks on Sensor Measurements using Hardware based Fingerprints
Chuadhry Mujeeb Ahmed, Aditya Mathur, Martin Ochoa
In recent years fingerprinting of various physical and logical devices has been proposed with the goal of uniquely identifying users or devices of mainstream IT systems such as PCs…