CHRISTOPHER SATHIYA SATCGU
(1) Artificial Intelligence & Machine Learning Deep learning architectures: MLPs, RNNs, LSTMs. Physics-Informed Neural Networks (PINNs), Graph Neural Networks (GNNs). Autoencoders, generative AI, reduced-order modelling, LLMs/SLMs. AI-integrated digital twins for predictive maintenance and real-time optimisation. Explainable AI (XAI) and deep reinforcement learning for optimisation/control. (2) Computational Fluid Dynamics (CFD) & Numerical Simulation Design and customisation […]
Kiryl Zakharchuk
Synthesis and characterization of complex metal oxides, high- and intermediate-temperature electrical and electrochemical measurements, engineering of ceramic and composite materials for electrochemical and (electro)catalytic applications, materials for energy conversion, storage and harvesting, solid oxide fuel/electrolysis cell technology.
Mahdieh Hakimi
• Scientific Focus Areas: Electrochemical energy storage Battery technologies Polymer chemistry for energy materials Nanomaterials Electrode design Supercapacitor materials Solid-state and polymer-based electrolytes • Techniques & Instrumentation: Battery fabrication XRD, SEM/FESEM, Raman and FTIR spectroscopy Thermogravimetry (TGA/DSC) Electrochemical testing (CV, EIS, cycling performance,…)