
Aayush Karna
@aayushkarna1
I build simulation and optimisation models that advance low-carbon thermal and industrial energy systems.
What I'm looking for
At ArcelorMittal R&D, I developed a dynamic co-simulation framework for a MIDREX direct reduction plant, connecting a MATLAB transient shaft-furnace model and industrial gas-circuit model through Python.
I used the plant-level model to assess hydrogen-injection decarbonisation strategies, including their effects on natural-gas consumption, CO₂ emissions, and techno-economic feasibility.
At NYU Abu Dhabi, I optimised micro-Tesla valves with CFD, delivering a threefold improvement in diodicity and presenting the work at ASME FEDSM 2024. I also built machine-learning surrogate models for rapid heat-exchanger design exploration.
I'm a thermal energy engineer with an Erasmus Mundus master's in Decentralised Smart Energy Systems and a mechanical engineering background, focused on process modelling, CFD, optimisation, and energy-system analysis.
Experience
Work history, roles, and key accomplishments
• Developed a plant-level dynamic co-simulation framework for a MIDREX direct reduction plant, coupling a MATLAB-based transient shaft furnace model with an industrial process simulation gas circuit model through a Python interface.
Tamayyuz (Excellence) Research Fellow – Thermal Optics and BioPhotonics Laborato
Sep 2023 - Aug 2024 (11 months)
• Conducted CFD-based design optimization of micro-Tesla valves (single- and multi-stage), achieving a threefold enhancement in diodicity (valve's effectiveness), and validated performance using Newtonian and non-Newtonian fluid models.
• Developed surrogate models using artificial neural networks and optimization algorithms to predict heat exchanger geometries from target performance and design c
Research Assistant - Applied Computational Engineering Lab
May 2023 - Jul 2023 (2 months)
• Benchmarked FLOW-3D CAST against ANSYS Fluent for investment casting simulations of triply periodic minimal surface (TPMS) structures, analyzing porosity formation, thermal residual stresses, solver scalability, and defect-prediction capabilities to guide tool-selection decisions for advanced manufacturing workflows.
• Completed a rotational internship across HVAC, electromechanical, terminal facilities, and fire safety divisions, supporting maintenance of critical airport infrastructure.
Research Assistant — Laboratory for Advanced Neuroengineering and Translational
Feb 2021 - Dec 2021 (10 months)
• Upcycled polyethylene and polypropylene waste into carbon quantum dots and tested their applicability in bioimaging.
• Developed a novel probe that enables early diagnosis of Alzheimer’s disease using silicon quantum dots.
• Characterized the quantum dots using optical absorption and photoluminescence spectroscopy.
Education
Degrees, certifications, and relevant coursework
St. Xavier's College, Maitighar
CIE A-Levels, Physics, Chemistry, Mathematics and Biology
Universitat Politècnica de Catalunya
Erasmus Mundus Master in Decentralised Smart Energy Systems, Thermal Energy Engineering Specialization
2025 - 2026
Thesis: Physical Modelling of the Direct Reduced Iron (DRI) Process – dynamic plant-level modelling of a MIDREX plant to evaluate hydrogen-injection decarbonisation strategies, conducted at ArcelorMittal R&D.
Universite de Lorraine
Master Energie parcours, Decentralised Smart Energy System
2024 - 2026
Key Projects:
• Green Building Analysis – Designed an energy-efficient HVAC system for an office building in Terrassa, Spain, integrating adaptive control and passive facades to cut annual cooling demand by 59%.
• Decarbonizing Aviation – Evaluated algae-based biofuel pathways (HEFA, Fischer-Tropsch, ATJ) for sustainable aviation fuel, identifying HEFA as lowest-emission at 32.6 gCO₂e/MJ.
BTU • Business and Technology University
1st Seasonal School on Energy Efficiency
Issued Jan 2026
Esade
Summer School in Entrepreneurship and Design Thinking
Issued Jun 2026
University of Colorado Boulder
Introduction to High-Performance and Parallel Computing
Issued Aug 2025
University of Illinois Urbana-Champaign
Sustainability Consulting
Issued Aug 2025
IBM
IBM Machine Learning Professional Certificate
Issued Aug 2025
New York University
Bachelor of Science - BS, Mechanical Engineering
2019 - 2023
Exchange program: NYU New York, NYU Prague, NYU Florence
Duke University
Oil & Gas Industry Operations and Markets
Issued Jul 2025
IBM
Data Analysis with Python
Issued Jul 2025
Esade
Strategy & Innovation
Issued Jul 2025
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