About Rania
- Neural Networks and Physics-Informed Neural Networks (PINNs): I develop hybrid AI architectures that incorporate physical constraints (PDEs), ensuring models are consistent with the laws of nature—ideal for fluid dynamics, medical imaging (MEG/EEG), and structural engineering.
- Fluid Dynamics & Numerical Simulations: Leveraging my expertise in viscous flows and particle methods, I provide expert consulting in high-fidelity simulations.
- Energy Analytics (NILM): I design and implement Non-Intrusive Load Monitoring algorithms using Convolutional Neural Networks (CNN) to disaggregate complex power signals for sustainability and carbon footprint reduction.
- Predictive Risk & Resilience: I build robust frameworks for disaster mitigation and structural safety, a skill set recognized with the "Best Paper Award" at the Mediterranean Geosciences Union (MedGU) in 2025.
Greek
Native or bilingual
English
Fluent
Italian
Fluent
Experience
- University of Rome Tor VergataSenior ResearcherAugust 2024 - July 2025 (11 months)Via di Tor Vergata, Rome, RM, ItalyEngineered advanced numerical simulations (Lattice Boltzmann Methods) and data analysis frameworks for biomimetic systems.Led research on the application of bio-inspired models to enhance the sustainability and resilience of civil structures.Developed Python-based tools to bridge the gap between biological morphology and engineering optimization.
- University of L'Aquila,Research Scientist (Seismology & ML)July 2023 - July 2024 (1 year)L'Aquila, AQ, ItalyApplication of Machine Learning algorithms to seismic datasets to predict and classify building structural failure.Awarded "Best Paper in Seismology Track" for innovative seismic risk mitigation modeling.Developed predictive frameworks used for post-earthquake management and urban resilience planning.
- Gran Sasso Science Institute (GSSI),Research FellowNovember 2021 - June 2023 (1 year and 7 months)L'Aquila, AQ, ItalyDeveloped finite element numerical models describing plant inspired motion of robots, with applications to autonomous environmental monitoring.
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Education
- Ph.D.Sapienza University of Rome2021Ph.D.
- M.Sc.National Technical University of Athens, (NTUA)2016M.Sc.
Skill set
Categories
- Other