Search Results for author: Maria Luisa Taccari

Found 2 papers, 0 papers with code

Understanding the Efficacy of U-Net & Vision Transformer for Groundwater Numerical Modelling

no code implementations8 Jul 2023 Maria Luisa Taccari, Oded Ovadia, He Wang, Adar Kahana, Xiaohui Chen, Peter K. Jimack

This paper presents a comprehensive comparison of various machine learning models, namely U-Net, U-Net integrated with Vision Transformers (ViT), and Fourier Neural Operator (FNO), for time-dependent forward modelling in groundwater systems.

Attention U-Net as a surrogate model for groundwater prediction

no code implementations9 Apr 2022 Maria Luisa Taccari, Jonathan Nuttall, Xiaohui Chen, He Wang, Bennie Minnema, Peter K. Jimack

This manuscript presents an Attention U-Net model that attempts to capture the fundamental input-output relations of the groundwater system and generates solutions of hydraulic head in the whole domain given a set of physical parameters and boundary conditions.

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