Search Results for author: Manuel A. Florez

Found 3 papers, 2 papers with code

Predicting the Geothermal Gradient in Colombia: a Machine Learning Approach

1 code implementation8 Apr 2024 Juan C. Mejía-Fragoso, Manuel A. Florez, Rocío Bernal-Olaya

Of particular interest is the case of Colombia, a country with abundant geothermal resources.

Generative Adversarial Neural Operators

2 code implementations6 May 2022 Md Ashiqur Rahman, Manuel A. Florez, Anima Anandkumar, Zachary E. Ross, Kamyar Azizzadenesheli

The inputs to the generator are samples of functions from a user-specified probability measure, e. g., Gaussian random field (GRF), and the generator outputs are synthetic data functions.

Hyperparameter Optimization

Data-driven Accelerogram Synthesis using Deep Generative Models

no code implementations18 Nov 2020 Manuel A. Florez, Michaelangelo Caporale, Pakpoom Buabthong, Zachary E. Ross, Domniki Asimaki, Men-Andrin Meier

Our approach extends the Wasserstein GAN formulation to allow for the generation of ground-motions conditioned on a set of continuous physical variables.

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