Concepedia

Mengwu Guo

MG

11

Publications

926

Citations

11

H-Index

2018

Active since

Affiliations

University of Twente(Current)

École Polytechnique Fédérale de Lausanne

Politecnico di Milano

Mengwu Guo is an author at University of Twente specializing in engineering, reduced order modeling, and numerical analysis.

Top concepts

EngineeringReduced Order ModelingNumerical AnalysisInverse ProblemsApproximation TheoryComputational MechanicsModeling And SimulationStatisticsData SciencePublic Health

Publications per year

2018–2024

11

Publications

11

Reduced order modeling for nonlinear structural analysis using Gaussian process regression

Mengwu Guo, Jan S. Hesthaven · Computer Methods in Applied Mechanics and Engineering · 2018 · 266 citations · Full text

Gaussian Process Regression, Nonlinear System Identification, Reduced Order Modeling +9

Data-driven reduced order modeling for time-dependent problems

Mengwu Guo, Jan S. Hesthaven · Computer Methods in Applied Mechanics and Engineering · 2018 · 249 citations · Full text

Mathematical Programming, Numerical Analysis, Reduced Order Modeling +7

Multi-fidelity regression using artificial neural networks: Efficient approximation of parameter-dependent output quantities

Mengwu Guo, Andrea Manzoni, Maurice Amendt et al. · Computer Methods in Applied Mechanics and Engineering · 2021 · 116 citations · Full text

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

Paolo Conti, Mengwu Guo, Andrea Manzoni et al. · Computer Methods in Applied Mechanics and Engineering · 2022 · 72 citations · Full text

Model Optimization, Engineering, Machine Learning +4

A non-intrusive multifidelity method for the reduced order modeling of nonlinear problems

Mariella Kast, Mengwu Guo, Jan S. Hesthaven · Computer Methods in Applied Mechanics and Engineering · 2020 · 61 citations · Full text

Numerical Analysis, Nonlinear Problems, Reduced Order Modeling +6

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