80 citations · 275 across the 22 of their papers we have counts for
25 papers
Graph Neural Network Framework for Security Assessment Informed by Topological Measures
Mojtaba Dezvarei, Kevin Tomsovic, Jinyuan Stella Sun +1
In the power system, security assessment (SA) plays a pivotal role in determining the safe operation in a normal situation and some contingencies scenarios. Electrical variables as…
Exploring Physical-Based Constraints in Short-Term Load Forecasting: A Defense Mechanism Against Cyberattack
Mojtaba Dezvarei, Kevin Tomsovic, Jinyuan Stella Sun +1
Short-term load forecasting is an essential task that supports utilities to schedule generating sufficient power for balancing supply and demand, and can become an attractive targe…
Towards Adversarial-Resilient Deep Neural Networks for False Data Injection Attack Detection in Power Grids
Jiangnan Li, Yingyuan Yang, Jinyuan Stella Sun +2
False data injection attacks (FDIAs) pose a significant security threat to power system state estimation. To detect such attacks, recent studies have proposed machine learning (ML)…
ConAML: Constrained Adversarial Machine Learning for Cyber-Physical Systems
Jiangnan Li, Yingyuan Yang, Jinyuan Stella Sun +2
Recent research demonstrated that the superficially well-trained machine learning (ML) models are highly vulnerable to adversarial examples. As ML techniques are becoming a popular…
Review on Set-Theoretic Methods for Safety Verification and Control of Power System
Yichen Zhang, Yan Li, Kevin Tomsovic +2
Increasing penetration of renewable energy introduces significant uncertainty into power systems. Traditional simulation-based verification methods may not be applicable due to the…
Hybrid Symbolic-Numeric Framework for Power System Modeling and Analysis
Hantao Cui, Fangxing Li, Kevin Tomsovic
With the recent proliferation of open-source packages for computing, power system differential-algebraic equation (DAE) modeling and simulation are being revisited to reduce the pr…