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M

Mengwu Guo

Centre for Mathematical Sciences

12H指数
54论文数
1.1K被引数
收录论文 14
发表时间
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Active Learning for Data-Driven Reduced Models of Parametric Differential Systems with Bayesian Operator Inference基于贝叶斯算子推断的参数微分系统数据驱动降阶模型中的主动学习
errJournal of Scientific Computing
IF3.3
err2026-09-10
err0
PREAI
errShane A. McQuarrie; Mengwu Guo; Anirban Chaudhuri
err分享
err收藏
Progressive multi-fidelity learning with neural networks for physical system predictions基于神经网络的物理系统预测的渐进式多保真度学习
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2026-03-17
err0
errOAAI
errPaolo Conti; Mengwu Guo; Attilio Frangi; Andrea Manzoni
err分享
err收藏
PDE-constrained Gaussian process surrogate modeling with uncertain data locations
errAdvanced Modeling and Simulation in Engineering Sciences
IF3.2
err2025-11-08
err1
errOAAI
errYe, Dongwei; Yan, Weihao; Brune, Christoph; Guo, Mengwu
err分享
err收藏
Towards Scientific Machine Learning for Granular Material Simulations: Challenges and Opportunities面向颗粒材料模拟的科学机器学习: 挑战与机遇
errArchives of Computational Methods in Engineering
IF12.1
err2025-08-20
err0
errOAAI
errMarc Fransen; Andreas Fürst; Deepak Tunuguntla; Daniel N. Wilke; Benedikt Alkin; Daniel Barreto; Johannes Brandstetter; Miguel Angel Cabrera; Xinyan Fan; Mengwu Guo; Bram Kieskamp; Krishna Kumar; John Morrissey; Jonathan Nuttall; Jin Ooi; Luisa Orozco; Stefanos-Aldo Papanicolopulos; Tongming Qu; Dingena Schott; Takayuki Shuku; WaiChing Sun; Thomas Weinhart; Dongwei Ye; Hongyang Cheng
err分享
err收藏
Gaussian process learning of nonlinear dynamics
errCOMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION
IF3.8
err2024-11-01
err2
errOAAI
errYe, Dongwei; Guo, Mengwu
err分享
err收藏
Multi-fidelity surrogate modeling using long short-term memory networks
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2023-02-01
err36
errOAAI
errConti, Paolo; Guo, Mengwu; Manzoni, Andrea; Hesthaven, Jan S.
err分享
err收藏
Deep kernel learning of dynamical models from high-dimensional noisy data
errSCIENTIFIC REPORTS
IF3.9
err2022-12-13
err7
errOAAI
errBotteghi, Nicolo; Guo, Mengwu; Brune, Christoph
err分享
err收藏
Bayesian operator inference for data-driven reduced-order modeling
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2022-12-01
err18
errOAAI
errGuo, Mengwu; McQuarrie, Shane A.; Willcox, Karen E.
err分享
err收藏
Energy-Based Error Bound of Physics-Informed Neural Network Solutions in Elasticity
errengineering fracture mechanics
IF3.2
err2022-08-01
err11
errOAAI
errGuo, Mengwu; Haghighat, Ehsan
err分享
err收藏
Multi-fidelity regression using artificial neural networks: Efficient approximation of parameter-dependent output quantities使用人工神经网络的多元保真回归: 依赖于参数的输出量的有效逼近
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2022-02-01
err56
errOAAI
errGuo, Mengwu; Manzoni, Andrea; Amendt, Maurice; Conti, Paolo; Hesthaven, Jan S.
err分享
err收藏
A non-intrusive multifidelity method for the reduced order modeling of nonlinear problems
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2020-06-01
err39
PREAI
errKast, Mariella; Guo, Mengwu; Hesthaven, Jan S.
err分享
err收藏
Model order reduction for large-scale structures with local nonlinearities
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2019-08-01
err11
errOAAI
errZhang, Zhenying; Guo, Mengwu; Hesthaven, Jan S.
err分享
err收藏
Data-driven reduced order modeling for time-dependent problems
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2019-03-01
err165
errOAAI
errGuo, Mengwu; Hesthaven, Jan S.
err分享
err收藏
Reduced order modeling for nonlinear structural analysis using Gaussian process regression
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2018-11-01
err191
errOAAI
errGuo, Mengwu; Hesthaven, Jan S.
err分享
err收藏

研究方向

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合作学者
合作期刊
J
J. Brandstetter
H 指数: 83 · 论文数: 714
J
Jan S. Hesthaven
H 指数: 68 · 论文数: 438
K
Karen Willcox
H 指数: 58 · 论文数: 361
M
Marc Fransen
H 指数: 47 · 论文数: 200
W
WaiChing Sun
H 指数: 41 · 论文数: 199
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