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adricortes/README.md

Adriano M. A. Côrtes

Professor and interdisciplinary researcher at the Federal University of Rio de Janeiro (UFRJ), working between Computational Science & Engineering and AI/ML.

I came up through Computational Mechanics and HPC, and over time machine learning became impossible to separate from the work. Most of what I do now lives at that boundary: physically grounded surrogate models built with Scientific Machine Learning and deep generative models (mainly flow-based), applied across domains like CO₂ sequestration, complex flows, and systems biology.

Full portfolio — research, publications, courses and graduate advising.  ·  Versão em português

Courses

Flow-Based Generative Models Graduate · PGMAT and PESC/COPPE
Mechanics and Transport Phenomena Undergraduate · Engenharia Matemática, IM

Research software

  • PetIGA — high-performance isogeometric analysis framework (co-developer)
  • PetIGA-MF — multi-field extension for structure-preserving B-spline spaces
  • EdgeCFD — parallel residual-based variational multiscale code for multiphysics

Elsewhere

ORCID  ·  Google Scholar  ·  Lattes  ·  LinkedIn

Department of Applied Mathematics (Mathematics Institute) and PESC/COPPE — UFRJ, Rio de Janeiro

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  1. agents4geos agents4geos Public

    AI agents that build, validate, and analyze GEOS reservoir simulations end-to-end — backed by MCP tools spanning schema, fluid PVT, meshing, XML preprocessing, and VTK post-processing, plus a self-…

    Python 1

  2. pyResToolbox pyResToolbox Public

    Python

  3. flow-models-examples flow-models-examples Public

    Flow-based generative model examples (Normalizing Flows, RealNVP, CNF, FFJORD, Flow Matching, OT-CFM vs Gaussian-VP-FM). Companion code for the DMA 2026 talk 'From Normalizing Flows to Flow Matching'.

  4. Paraview-CLI Paraview-CLI Public

    Headless ParaView CLI for agent-driven scientific visualization (VTK, VTU, OpenFOAM, Exodus, CGNS) — pvpython server + lightweight client designed for AI agents