Conor Callaghan is a PhD candidate in the Department of Computing at Atlantic Technological University (ATU) Donegal, working with Dr. Kevin Meehan and Dr. Nick Timmons. His research focuses on physics-informed machine learning and digital twin technologies for cold-chain temperature risk forecasting. Conor holds a Bachelor of Science (Honours) in Applied Computing from ATU Donegal. His capstone project involved developing a computer vision-based system that analyses user-uploaded American football footage for concussion risk assessment. His research interests include physics-informed machine learning, digital twin technologies, predictive modelling, real-time data analytics, and computer vision.