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DavidRamosArchilla/README.md

David Ramos Archilla

AI Researcher specializing in generative modeling (transformers, diffusion) and large-scale distributed training, applying deep learning to physics-based simulation.

Currently researching aerodynamic and fluid-dynamics applications at UPM, scaling training to 1,000+ GPUs at the Barcelona Supercomputing Centre.


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Research

  • FluidFlow — a flow-matching generative model for fluid dynamics surrogates on unstructured meshes · arXiv
  • Transfer learning-enhanced deep RL for aerodynamic airfoil optimization subject to structural constraints · Phys. Fluids 37(8), 2025 · arXiv

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  1. pyflowmeter pyflowmeter Public

    Forked from datthinh1801/cicflowmeter

    This is a Python version of CICFlowmeter-V4.0 (formerly known as ISCXFlowMeter) - an Ethernet traffic Bi-flow generator and analyzer for anomaly detection.

    Python 7

  2. Firewall-AI Firewall-AI Public

    A new generation firewall for detectting DDoS attack using artificial intelligence.

    Jupyter Notebook 4 6

  3. FluidFlow FluidFlow Public

    A flow-matching generative model for fluid dynamics surrogates on unstructured meshes

    Python 2

  4. GIGA-Piano GIGA-Piano Public

    Forked from asigalov61/GIGA-Piano

    This is a project to compose music automatically using artificial intelligence given a priming sequence. It is possible to choose the style of the compositions between baroque, romantic and vangura…

    Jupyter Notebook 1

  5. AeroSandbox AeroSandbox Public

    Forked from peterdsharpe/AeroSandbox

    Aircraft design optimization made fast through computational graph transformations (e.g., automatic differentiation). Composable analysis tools for aerodynamics, propulsion, structures, trajectory …

    Jupyter Notebook

  6. ArnauMiro/pyLowOrder ArnauMiro/pyLowOrder Public

    High performance parallel reduced order Modelling library

    Python 34 11