Multi-fidelity surrogate modeling using long short-term memory networks

Multi-fidelity surrogate modeling using long short-term memory networks

5 August 2022

Papers citing "Multi-fidelity surrogate modeling using long short-term memory networks"

11 / 11 papers shown

Title
Interpretable Spatial-Temporal Fusion Transformers: Multi-Output Prediction for Parametric Dynamical Systems with Time-Varying Inputs Shuwen Sun Lihong Feng P. Benner 40 0 0 01 May 2025
On latent dynamics learning in nonlinear reduced order modeling N. Farenga S. Fresca Simone Brivio Andrea Manzoni AI4CE 34 1 0 27 Aug 2024
GFN: A graph feedforward network for resolution-invariant reduced operator learning in multifidelity applications Oisín M. Morrison F. Pichi J. Hesthaven AI4CE 26 1 0 05 Jun 2024
Multi-fidelity physics constrained neural networks for dynamical systems Hao Zhou Sibo Cheng Rossella Arcucci AI4CE 11 19 0 03 Feb 2024
Sparse discovery of differential equations based on multi-fidelity Gaussian process Yuhuang Meng Yue Qiu 36 0 0 22 Jan 2024
Residual Multi-Fidelity Neural Network Computing Owen Davis Mohammad Motamed Raúl Tempone 25 1 0 05 Oct 2023
A Latent Variable Approach for Non-Hierarchical Multi-Fidelity Adaptive Sampling Yi-Ping Chen Liwei Wang Yigitcan Comlek Wei-Neng Chen 22 10 0 05 Oct 2023
Multi-fidelity reduced-order surrogate modeling Paolo Conti Mengwu Guo Andrea Manzoni A. Frangi Steven L. Brunton N. Kutz AI4CE 11 23 0 01 Sep 2023
Reduced order modeling of parametrized systems through autoencoders and SINDy approach: continuation of periodic solutions Paolo Conti G. Gobat S. Fresca Andrea Manzoni A. Frangi AI4CE 10 49 0 13 Nov 2022
An unsupervised latent/output physics-informed convolutional-LSTM network for solving partial differential equations using peridynamic differential operator A. Mavi A. Bekar E. Haghighat E. Madenci 57 28 0 21 Oct 2022
Multi-fidelity regression using artificial neural networks: efficient approximation of parameter-dependent output quantities Mengwu Guo Andrea Manzoni Maurice Amendt Paolo Conti J. Hesthaven 68 95 0 26 Feb 2021