Dylan Rubini

EPSRC IAA Doctoral Impact Postdoctoral Scholar in Computational Engineering at University of Oxford in the Sustainable Thermal Energy and Power Systems Group (The Rosic Group) of the Oxford Thermofluids Institute and the Drapers Company Junior Research Fellow in Engineering.

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About Me

I am a mechanical and thermofluids engineer who enjoys working at the intersection of multiphysics modelling, computational science, and machine learning. My current research focuses on developing multiphysics modelling tools accelerated by multifidelity machine learning, which can enable the transition to a zero-carbon society.

Selected Research Projects

I have worked on a variety of projects, including, but not limited to:

  • Accelerating Chemically Reacting Flow Simulations: Using machine learning to elegantly speed up simulations of chemically reacting flows by three orders of magnitude.
  • Developing a 3D Viscous Unstructured Turbomachinery Flow Solver: Creating an unstructured mesh flow solver designed for both multiple GPUs and CPUs.
  • Chemical Kinetic Solvers with Embedded Multi-Objective Optimizers: Developing solvers that incorporate multi-objective optimization techniques for improved reaction performance.
  • High-Fidelity Computational Fluid Dynamics (CFD): Using high-fidelity CFD to investigate complex aerothermal, supersonic, highly turbulent interactions in a novel turbomachinery concept aimed at decarbonizing over 40 high-temperature processes.

Selected Publications

  1. J. Chem. Eng.
    Efficient Modeling of Aerochemical Interactions in Novel Turbomachines for Conducting Low-Carbon Chemical Reactions
    Dylan Rubini ,  Budimir Rosic ,  and  Liping Xu
    Journal of Chemical Engineering (In Preparation), Jan 2025
  2. ASME JT
    A Novel Axial Energy-Imparting Turbomachine for High-Enthalpy Gas Heating: Robustness of the Aerodynamic Design (**Best Paper Award**)
    Nikolas Karefyllidis ,  Dylan Rubini ,  Budimir Rosic , and 2 more authors
    ASME Journal of Turbomachinery, Nov 2023
  3. GPPS
    Decarbonisation of High-Temperature Endothermic Chemical Reaction Processes using a Novel Turbomachine: Robustness of the Concept to Feed Variability (**Best Paper Award**)
    Dylan Rubini ,  Nikolas Karefyllidis ,  Budimir Rosic , and 2 more authors
    Journal of the Global Power and Propulsion Society, May 2024
  4. ASME JGTP
    A New Turbomachine for Clean and Sustainable Hydrocarbon Cracking
    Dylan Rubini ,  Liping Xu ,  Budimir Rosic , and 1 more author
    ASME Journal of Engineering for Gas Turbines and Power, Dec 2021
  5. Appl. Therm. Eng.
    Energy Conversion Mechanisms in Turbomachines for High-Temperature Endothermic Reactions: Redefining Energy Quality
    Dylan Rubini ,  Budimir Rosic ,  and  Liping Xu
    Applied Thermal Engineering, Jan 2025