Members

About me

I am an Assistant Professor in Automation Technology and Dependable Systems. I also lead the Dependability and Automation Research in Cyber-Physical Systems (DARES) Group, which is part of the Dependable Systems Cyber Laboratories. My research focuses on critical aspects of condition monitoring, fault-tolerant control, and attack-resilient control, aimed at developing a sustainable and dependable cyber-physical world.

Field of expertise

• Condition monitoring, diagnostics, and prognostics
• Fault-tolerant and attack-resilient control
• Safety and security of industrial control systems
• Cyber-physical-social systems

About me

I am a Postdoctoral Research Fellow in Machine Learning and Renewable Energy Systems. I am also a member of the Dependability and Automation Research in Cyber-Physical Systems (DARES) Group, which is part of the Dependable Systems Cyber Laboratories. My research disciplines on Artificial Intelligence on critical aspects of federated learning, condition monitoring.

Responsibilities

My research focuses on applying Artificial Intelligence to critical areas, including federated learning and condition monitoring, to develop robust and intelligent systems that ensure operational safety and reliability. I specialize in creating scalable and advanced machine learning techniques for distributed energy systems, with a focus on advanced fault detection and resilience against potential downtime. Additionally, I have worked with GAN-based synthetic data generation techniques to address data scarcity and imbalance problems, enabling more effective and accurate AI models. By integrating cutting-edge AI methodologies, my work aims to optimize the performance and reliability of renewable energy systems, contributing to sustainable advancements in critical areas.

Field of expertise

• Machine learning
• Generative AI
• Condition monitoring
• Anomaly detection
• Federated learning

Research topics

• Machine Learning
• Generative AI
• Condition Monitoring
• Data Resampling
• Anomaly Detection
• Predictive Modeling

About me

I am a doctoral researcher in the Dependability and Automation Research in Cyber-Physical Systems (DARES) Group and the Dependable Systems Cyber Laboratories. My research field includes AI applications in power systems, especially in energy domains, optimization techniques for integrating renewable energy resources into the electric grid, and cybersecurity.

Field of expertise

• AI and machine learning
• Fault tolerance and cybersecurity
• Renewable Energies and power systems
• Energy management and market