Publications (199) DAVID PARDO ZUBIAUR publications View referenced research data.

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2025

  1. A Least-Squares-Based Neural Network (LS-Net) for Solving Linear Parametric PDEs

    Computer Methods in Applied Mechanics and Engineering, Vol. 437

  2. Deep Fourier Residual method for solving time-harmonic Maxwell's equations

    Journal of Computational Physics, Vol. 523

  3. Deep neural network for damage detection in Infante Dom Henrique bridge using multi-sensor data

    Structural Health Monitoring, Vol. 24, Núm. 1, pp. 372-401

  4. Optimizing Variational Physics-Informed Neural Networks Using Least Squares

    Computers and Mathematics with Applications, Vol. 185, pp. 76-93

  5. Regularity-conforming neural networks (ReCoNNs) for solving partial differential equations

    Journal of Computational Physics, Vol. 532

  6. Residual-based attention Physics-informed Neural Networks for spatio-temporal ageing assessment of transformers operated in renewable power plants

    Engineering Applications of Artificial Intelligence, Vol. 139

2024

  1. Adaptive Deep Fourier Residual method via overlapping domain decomposition

    Computer Methods in Applied Mechanics and Engineering, Vol. 427

  2. Ensemble Deep Learning for Enhanced Seismic Data Reconstruction

    IEEE Transactions on Geoscience and Remote Sensing, Vol. 62, pp. 1-11

  3. Ensemble deep learning for improved reconstruction of weak events, conflicting dips, and high frequencies

    85th EAGE Annual Conference and Exhibition 2024

  4. Learning quantities of interest from parametric PDEs: An efficient neural-weighted Minimal Residual approach

    Computers and Mathematics with Applications, Vol. 164, pp. 139-149

  5. Reducing spatial discretization error on coarse CFD simulations using an openFOAM-embedded deep learning framework

    Engineering with Computers

  6. Robust Variational Physics-Informed Neural Networks

    Computer Methods in Applied Mechanics and Engineering, Vol. 425

  7. Semi-blind-trace algorithm for self-supervised attenuation of trace-wise coherent noise

    Geophysical Prospecting, Vol. 72, Núm. 3, pp. 965-977

  8. r-Adaptive deep learning method for solving partial differential equations

    Computers and Mathematics with Applications, Vol. 153, pp. 33-42

2023

  1. A Deep Double Ritz Method (D2RM) for solving Partial Differential Equations using Neural Networks

    Computer Methods in Applied Mechanics and Engineering, Vol. 405

  2. A Deep Fourier Residual method for solving PDEs using Neural Networks

    Computer Methods in Applied Mechanics and Engineering, Vol. 405

  3. An exponential integration generalized multiscale finite element method for parabolic problems

    Journal of Computational Physics, Vol. 479

  4. Bridge damage identification under varying environmental and operational conditions combining Deep Learning and numerical simulations

    Mechanical Systems and Signal Processing, Vol. 200

  5. Diagnosis of the health status of mooring systems for floating offshore wind turbines using autoencoders

    Ocean Engineering, Vol. 287

  6. Fast parallel IGA-ADS solver for time-dependent Maxwell's equations

    Computers and Mathematics with Applications, Vol. 151, pp. 36-49