I’m excited to announce the launch of my new academic website! This platform will serve as a central hub for sharing my research, publications, and academic journey.
Sitemap
A list of all the posts and pages found on the site. For you robots out there, there is an XML version available for digesting as well.
Pages
Posts
portfolio
ARMID
Published in Journal of Mechanical Design, ASME
Automated, Robust, Modular and Integrated Design framework - the backbone of the entire thesis enabling automated optimization of complete turbocompressor systems under constraints.
ParaturboCAD
Published in IDETC 2024, Washington DC
Automated 3D CAD generation of entire turbocompressor spindles from a single Python-scripted workflow, reducing manual geometry handling to 7 minutes per design.
DARTS-NetGAB
Published in ASME Journal of Mechanical Design
Unified framework integrating Panel/Bokeh GUI, ensemble neural networks, and ParaturboCAD for real-time simulation and automated CAD generation of gas-bearing supported turbocompressors.
Agentic Large Language Models for Conceptual Systems Engineering and Design
Published in Preprint (arXiv)
A structured multi‑agent LLM framework with a JSON‑serializable Design‑State Graph for early‑stage systems engineering.
publications
Quasi-elastic neutrino reactions on carbon and lead nuclei
Published in Journal of Physics G: Nuclear and Particle Physics
Robust Design of Herringbone Grooved Journal Bearings Using Multi-Objective Optimization With Artificial Neural Networks
Published in Volume 13D: Turbomachinery — Multidisciplinary Design Approaches, Optimization, and Uncertainty Quantification; Radial Turbomachinery Aerodynamics; Unsteady Flows in Turbomachinery
An Integrated Approach to Designing Robust Turbocompressors on Gas Bearings Through Surrogate Modeling and Constrained Multi-Objective Optimization
Published in Volume 3B: 49th Design Automation Conference (DAC)
Robust Design of Herringbone Grooved Journal Bearings Using Multi-Objective Optimization With Artificial Neural Networks
Published in Journal of Turbomachinery
DARTS-NETGAB: Design Automation and Real-Time Simulation Using Neural Networks Ensembles for Turbocompressors on Gas-Bearings
Published in Volume 3B: 50th Design Automation Conference (DAC)
ParaturboCAD: Automated Parametric Geometry Construction for Gas-Bearing Supported Turbocompressor Design With Python
Published in Volume 3B: 50th Design Automation Conference (DAC)
An Integrated Approach to Designing Robust Gas-Bearing Supported Turbocompressors Through Surrogate Modeling and Constrained All-At-Once Multi-Objective Optimization
Published in Journal of Mechanical Design
Robust design optimization of gas-lubricated herringbone grooved journal bearings: Surrogate modeling and experimental validation
Published in Tribology International
DARTS-NETGAB: Design Automation and Real-Time Simulation Using Neural Network Ensembles for Turbocompressors on Gas-Bearings
Published in Journal of Mechanical Design
Agentic Large Language Models for Conceptual Systems Engineering and Design
Published in Preprint
Dimensionless group-driven ensemble neural networks for robust design optimization in engineering
Published in Journal of Computational Design and Engineering
talks
Poster Presentation at the inaugural Engineering Research Day event at EPFL, focusing on exploring engineering challenges and opportunities in the age of artificial intelligence. This event brought together researchers and industry professionals to discuss the intersection of AI and engineering disciplines.
Informal Poster Presentation at the IDEAL Lab apero event, showcasing PhD research achievements and future postdoc vision. This internal lab event was open to other D-MAVT labs to explore IDEAL Lab’s research activities and foster interdisciplinary collaboration.
teaching
Applied Mechanical Design
Master course, EPFL, Laboratory for Applied Mechanical Design
Teaching Assistant - Master course in Applied Mechanical Design
Thermal Power Cycles and Heat Pumps
Master course, EPFL, Laboratory for Applied Mechanical Design
Teaching Assistant - Master course in Thermal Power Cycles and Heat Pumps