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@LopezGroup-ICIQ

López group (ICIQ)

GitHub repository of the research group led by Prof. Núria López at the Institute of Chemical Research of Catalonia (ICIQ)

López Group @ ICIQ

Welcome to the official GitHub home of the research group of Prof. Núria López. We specialize in the theoretical study of heterogeneous catalysis and the development of Machine Learning (ML) tools for material discovery.

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🧪 Research Focus

Our work sits at the intersection of computational chemistry, physics, chemical engineering, and data science. We aim to design more efficient and sustainable catalytic processes by:

  • Understanding Surfaces: High-throughput density functional theory (DFT) studies on metals, oxides, and single-atom catalysts for thermal and electrochemical processes.
  • ML for Materials: Developing descriptors and models to predict catalytic performance and stability.
  • Automation: Creating open-source tools to manage complex reaction networks and multiscale modeling.

🎓 About Us

The Lopez Group is part of the Institute of Chemical Research of Catalonia ICIQ in Tarragona, Spain. We are a diverse team of researchers dedicated to advancing the frontiers of catalysis.


🤝 Contributing & Collaboration

We believe in open science. If you use our tools or data in your research, please cite the relevant publications. We welcome Pull Requests and issues on our public repositories!

How to reach us:

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  1. care care Public

    Automated creation and manipulation of chemical reaction networks (CRNs) in heterogeneous catalysis, powered by state-of-the-art ML evaluators and Julia-solvers for microkinetic modelling.

    Python 90 14

  2. amuse amuse Public

    Code repo of Automated MUltiscale Simulation Environment (AMUSE) for multiscale modeling of heterogenous catalytic reactions

    HTML 27 6

  3. vibraclip vibraclip Public

    Forked from jherasdo/vibraclip

    A tool for Smart Multi-modal Characterization of molecules, leveraging contrastive learning to align structural (graph) and vibrational (IR, Raman) information.

    Jupyter Notebook 3 1

  4. ATLAS ATLAS Public

    An automatic workflow for streamlining training and data generation for MLIPs via active learning

    Python 7 2

Repositories

Showing 10 of 11 repositories
  • care Public

    Automated creation and manipulation of chemical reaction networks (CRNs) in heterogeneous catalysis, powered by state-of-the-art ML evaluators and Julia-solvers for microkinetic modelling.

    LopezGroup-ICIQ/care's past year of commit activity
    Python 90 MIT 14 0 1 Updated Sep 28, 2026
  • ATLAS Public

    An automatic workflow for streamlining training and data generation for MLIPs via active learning

    LopezGroup-ICIQ/ATLAS's past year of commit activity
    Python 7 MIT 2 7 0 Updated Sep 15, 2026
  • .github Public
    LopezGroup-ICIQ/.github's past year of commit activity
    0 0 0 0 Updated Aug 4, 2026
  • gamenet_uq Public

    Repo of GAME-Net-UQ, a graph neural network with uncertainty quantification for predicting the DFT energy of adsorbed intermediates and transition states on monometallic surfaces.

    LopezGroup-ICIQ/gamenet_uq's past year of commit activity
    Python 20 MIT 0 0 0 Updated Mar 23, 2026
  • oxide_analysis_general Public Forked from lll0606/oxide_analysis_general

    ML toolkit for general and complex supported oxide system analysis.

    LopezGroup-ICIQ/oxide_analysis_general's past year of commit activity
    Python 0 1 0 0 Updated Feb 2, 2026
  • vibraclip Public Forked from jherasdo/vibraclip

    A tool for Smart Multi-modal Characterization of molecules, leveraging contrastive learning to align structural (graph) and vibrational (IR, Raman) information.

    LopezGroup-ICIQ/vibraclip's past year of commit activity
    Jupyter Notebook 3 5 0 0 Updated Jan 14, 2026
  • oxides_ML Public

    development of graph neural network for rutile oxides for predicting DFT adsorption energies

    LopezGroup-ICIQ/oxides_ML's past year of commit activity
    Python 4 MIT 0 0 0 Updated Oct 31, 2025
  • pymkm Public

    Microkinetic modeling package for heterogeneous catalysis (both thermal and electro-catalytic systems).

    LopezGroup-ICIQ/pymkm's past year of commit activity
    Python 8 MIT 0 0 0 Updated Jan 24, 2025
  • amuse Public

    Code repo of Automated MUltiscale Simulation Environment (AMUSE) for multiscale modeling of heterogenous catalytic reactions

    LopezGroup-ICIQ/amuse's past year of commit activity
    HTML 27 MIT 6 0 0 Updated Nov 12, 2024
  • aiida-cattools Public

    AiiDA tools for use in the computational heterogeneous catalysis group of Prof. Nuria Lopez at the Institute of Chemical Research of Catalonia (ICIQ).

    LopezGroup-ICIQ/aiida-cattools's past year of commit activity
    Python 0 MIT 0 0 0 Updated Aug 10, 2023

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