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Gianmarco Mengaldo

National University of Singapore (NUS) - Sustainable & Green Finance Institute (SGFIN)

Singapore

SCHOLARLY PAPERS

3

DOWNLOADS

221

TOTAL CITATIONS

2

Scholarly Papers (3)

1.

Hybrid Two-Level MCMC with Deep Learning Surrogates for Bayesian Inverse Problems

Number of pages: 44 Posted: 06 Jan 2025
Yang Juntao, Gianmarco Mengaldo, Jeff Adie, Simon See and Adriano Gualandi
affiliation not provided to SSRN, National University of Singapore (NUS) - Sustainable & Green Finance Institute (SGFIN), affiliation not provided to SSRN, NVIDIA and affiliation not provided to SSRN
Downloads 105 (669,616)

Abstract:

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MCMC, Deep Learning, Bayesian Inverse Problems

2.

Data-driven classification of structural nonlinearities using interpretable deep learning on time series

Number of pages: 33 Posted: 07 Nov 2025
Bayan Abusalameh, Gianmarco Mengaldo and Jiawen Wei
National University of Singapore (NUS), National University of Singapore (NUS) - Sustainable & Green Finance Institute (SGFIN) and National University of Singapore (NUS)
Downloads 76 (875,328)

Abstract:

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Nonlinear-system characterisation, Post-hoc interpretability, Deep Neural Network, Classification

3.

Fully-Discrete Spatial Eigenanalysis of Discontinuous Spectral Element Methods: Insights into Well-Resolved and Under-Resolved Vortical Flows

Number of pages: 35 Posted: 16 Feb 2022
Université de Rouen, affiliation not provided to SSRN, affiliation not provided to SSRN and National University of Singapore (NUS) - Sustainable & Green Finance Institute (SGFIN)
Downloads 40 (1,183,237)
Citation 2

Abstract:

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High-order methods, spectral element methods, flux reconstruction, discontinuous Galerkin, spectral difference, eigenanalysis.