Joao Lucas de Sousa Almeida

Title

Research Software Engineer, Data Scientist, Computer Vision, SciML and whatever we need.

Bio

I have usually work with machine learning and AI for Physics-based applications, as climate science and engineering.

Publications

Fine-Tuned MLP-Mixers as data-driven Numerical Surrogates?
- - Imran Nasim
  - Joao Lucas de Sousa Almeida
- 2024
- NeurIPS 2024
TerraTorch: an Open-source Framework for Fine-tuning Geospatial Foundation Models
- - Bianca Zadrozny
  - Carlos Miguel Pina Vaz Gomes
  - et al.
- 2024
- AGU 2024
Leveraging hyperspectral remote sensing and foundation models for greenhouse monitoring
- - Alberto Costa Nogueira Junior
  - Devyani Lambhate
  - et al.
- 2024
- KDD 2024
Towards Foundation Models for the Industrial Forecasting of Chemical Kinetics
- - Imran Nasim
  - Joao Lucas de Sousa Almeida
- 2024
- CAI 2024
Using Neural Implicit Flow to represent latent dynamics of canonical systems
- - Imran Nasim
  - Joao Lucas de Sousa Almeida
- 2024
- SCML 2024
High-Resolution WRF Wind Field Dataset for GHG Applications: Navigating Computational Challenges in Energy Research
- - Karthik Mukkavilli
  - W. Trojak
  - et al.
- 2023
- AGU Fall 2023
Towards operational methane emission detection from oil and gas facilities through multi-modal sensing and advanced dispersion and atmospheric modeling
- - Arash Fathi
  - Joao Lucas de Sousa Almeida
  - et al.
- 2023
- AGU Fall 2023
A coupled Variational Encoder-Decoder - DeepONet surrogate model for the Rayleigh-Bénard convection problem
- - Joao Lucas de Sousa Almeida
  - Pedro Rocha
  - et al.
- 2023
- AAAI 2023
Data-Driven Reduced-Order Model for Atmospheric CO2 Dispersion
- - Pedro Rocha
  - Marcos Sebastião De Paula Gomes
  - et al.
- 2022
- AAAI-FS 2022
Non-intrusive operator inference for chaotic systems
- - Joao Lucas de Sousa Almeida
  - Arthur Cancelieri Pires
  - et al.
- 2022
- IEEE Transactions on Artificial Intelligence

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Projects

Machine Learning for Dynamical Systems

Blog posts

Simplifying geospatial AI with TerraTorch 1.0
Technical note
Romeo Kienzler, Juan Bernabé-Moreno, Paolo Fraccaro, Bianca Zadrozny, Campbell Watson, Benedikt Blumenstiel, Joao Lucas de Sousa Almeida, Michael Johnston, Christian Pinto, and Michal Muszynski
03 Apr 2025