Mengwu Guo

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2025
Mark Bayesian learning with Gaussian processes for low-dimensional representations of time-dependent nonlinear systems
McQuarrie, Shane A. ; Chaudhuri, Anirban ; Willcox, Karen E. and Guo, Mengwu ^LU (2025) In Physica D: Nonlinear Phenomena 475.
- Contribution to journal › Article
Mark Improving neural network efficiency with multifidelity and dimensionality reduction techniques
Sella, Vignesh ; O’Leary-Roseberry, Thomas ; Du, Xiaosong ; Guo, Mengwu ^LU ; Martins, Joaquim R. R. A. ; Ghattas, Omar ; Willcox, Karen and Chaudhuri, Anirban (2025) AIAA SCITECH 2025 Forum
- Chapter in Book/Report/Conference proceeding › Paper in conference proceeding
2024
Mark Multi-fidelity reduced-order surrogate modelling
Conti, Paolo ; Guo, Mengwu ^LU ; Manzoni, Andrea ; Frangi, Attilio ; Brunton, Steven L. and Kutz, J. Nathan (2024) In Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences 480(2283).
- Contribution to journal › Article
Mark Gaussian process learning of nonlinear dynamics
Ye, Dongwei and Guo, Mengwu ^LU (2024) In Communications in Nonlinear Science and Numerical Simulation 138.
- Contribution to journal › Article
2023
Mark Uncertainty quantification for nonlinear solid mechanics using reduced order models with Gaussian process regression
Cicci, Ludovica ; Fresca, Stefania ; Guo, Mengwu ^LU ; Manzoni, Andrea and Zunino, Paolo (2023) In Computers and Mathematics with Applications 149. p.1-23
- Contribution to journal › Article
Mark Data-driven analysis of parametrized acoustic systems in the frequency domain
Xie, Xiang ; Wang, Wei ; Wu, Haijun and Guo, Mengwu ^LU (2023) In Applied Mathematical Modelling 124. p.791-805
- Contribution to journal › Article
Mark Multi-fidelity surrogate modeling using long short-term memory networks
Conti, Paolo ; Guo, Mengwu ^LU ; Manzoni, Andrea and Hesthaven, Jan S. (2023) In Computer Methods in Applied Mechanics and Engineering 404.
- Contribution to journal › Article
2022
Mark Deep kernel learning of dynamical models from high-dimensional noisy data
Botteghi, Nicolò ; Guo, Mengwu ^LU and Brune, Christoph (2022) In Scientific Reports 12(1).
- Contribution to journal › Article
Mark Predictive Monitoring of Large-Scale Engineering Assets Using Machine Learning Techniques and Reduced-Order Modeling
Bigoni, Caterina ; Guo, Mengwu ^LU and Hesthaven, Jan S. (2022) In Structural Integrity 21. p.185-205
- Chapter in Book/Report/Conference proceeding › Book chapter
Mark Energy-Based Error Bound of Physics-Informed Neural Network Solutions in Elasticity
Guo, Mengwu ^LU and Haghighat, Ehsan (2022) In Journal of Engineering Mechanics 148(8).
- Contribution to journal › Article

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