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Michael D. Shields

johns hopkins university

46H指数
271论文数
9.4K被引数
收录论文 80
发表时间
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Active machine learning to control second-order statistical characteristics of flow fields in boundary layer wind tunnel experiments基于主动机器学习控制边界层风洞实验中流场的二阶统计特性
errJournal of Wind Engineering and Industrial Aerodynamics
IF4.9
err2026-09-10
err0
PREAI
errMohit S. Chauhan; Mariel Ojeda-Tuz; Ryan A. Catarelli; Kurtis R. Gurley; Michael D. Shields
err分享
err收藏
A stochastic hierarchical multiscale modeling framework for heterogeneous materials用于异质材料的一种随机分层多尺度建模框架
errJournal of Computational Science
IF3.7
err2026-09-02
err0
PREAI
errCornelius Otchere; George Soimoiris; Kenneth Leiter; Jaroslaw Knap; Michael Shields
err分享
err收藏
Merging the classical and the modern in physics-based simulations融合经典与现代物理的物理基础模拟
errNature Computational Science
IF18.3
err2026-04-28
err0
PREAI
errMichael D. Shields; Somdatta Goswami
err分享
err收藏
Polynomial chaos expansion for operator learning算子学习的多项式混沌展开
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2026-02-12
err0
PREAI
errHimanshu Sharma; Lukáš Novák; Michael Shields
err分享
err收藏
Intrepid MCMC: Metropolis-Hastings with exploration勇往直前的MCMC：带探索的Metropolis-Hastings算法
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2025-09-25
err0
PREAI
errPromit Chakroborty; Michael D. Shields
err分享
err收藏
Neural operators for stochastic modeling of nonlinear structural system response to natural hazards神经网络算子用于非线性结构系统对自然灾害响应的随机建模
errEngineering Structures
IF6.4
err2025-09-25
err0
PREAI
errSomdatta Goswami; Dimitris G. Giovanis; Bowei Li; Seymour M.J. Spence; Michael D. Shields
err分享
err收藏
Accelerating Hamiltonian Monte Carlo for Bayesian inference in neural networks and neural operators加速神经网络和神经算子中的贝叶斯推断的哈密顿蒙特卡洛方法
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2025-09-21
err0
PREAI
errPonkrshnan Thiagarajan; Tamer A. Zaki; Michael D. Shields
err分享
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Predicting fracture in disordered network materials using the local intelligent stress threshold indicator利用局部智能应力阈值指标预测无序网络材料的断裂
errCommunications Physics
IF5.8
err2025-09-18
err0
errOAAI
errBhagyashri Bachhav; Zhao Wu; Bernd Markert; Benjamin Stamm; Michael D. Shields; Michael L. Falk; Franz Bamer
err分享
err收藏
Joint space–time wind field data extrapolation and uncertainty quantification using nonparametric Bayesian dictionary learning基于非参数贝叶斯字典学习的联合时空风场数据外推及不确定性量化
errMechanical Systems and Signal Processing
IF8.9
err2025-09-17
err0
PREAI
errGeorge D. Pasparakis; Ioannis A. Kougioumtzoglou; Michael D. Shields
err分享
err收藏
UQpy Version 4.2: Uncertainty quantification with PythonUQpy版本4.2：基于Python的不确定性量化
errSOFTWAREX
IF2.4
err2025-09-01
err0
errOAAI
errKrill, Connor; Thiagarajan, Ponkrshnan; Pasparakis, George D.; Goswami, Somdatta; Tsapetis, Dimitrios; Giovanis, Dimitris G.; Shields, Michael D.
err分享
err收藏
Neural chaos: A spectral stochastic neural operator神经混沌：一种谱随机神经算子
errJournal of Computational Physics
IF3.8
err2025-07-15
err0
PREAI
errBahador Bahmani; Ioannis G. Kevrekidis; Michael D. Shields
err分享
err收藏
A resolution independent neural operator一种与分辨率无关的神经算子
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2025-06-11
err0
PREAI
errBahador Bahmani; Somdatta Goswami; Ioannis G. Kevrekidis; Michael D. Shields
err分享
err收藏
Synergistic learning with multi-task DeepONet for efficient PDE problem solving多任务DeepONet协同学习高效解决PDE问题
errNEURAL NETWORKS
IF6.3
err2025-04-01
err0
PREAI
errKumar, Varun; Goswami, Somdatta; Kontolati, Katiana; Shields, Michael D.; Karniadakis, George Em
err分享
err收藏
The Spectral Representation Method: A framework for simulation of stochastic processes, fields, and waves频谱表示方法: 模拟随机过程，场和波的框架
errRELIABILITY ENGINEERING & SYSTEM SAFETY
IF11
err2025-02-01
err0
PREAI
errDeodatis, George; Shields, Michael
err分享
err收藏
Bayesian neural networks for predicting uncertainty in full-field material response
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2025-01-01
err0
errOAAI
errPasparakis, George D.; Graham-Brady, Lori; Shields, Michael D.
err分享
err收藏
Accelerating uncertainty quantification in incremental dynamic analysis using dimension reduction-based surrogate modeling
errBULLETIN OF EARTHQUAKE ENGINEERING
IF4.1
err2024-12-11
err0
PREAI
errGiovanis, Dimitris G.; Taflanidis, Alexandros; Shields, Michael D.
err分享
err收藏
Polynomial chaos expansions on principal geodesic Grassmannian submanifolds for surrogate modeling and uncertainty
errJOURNAL OF COMPUTATIONAL PHYSICS
IF3.8
err2024-12-01
err0
PREAI
errGiovanis, Dimitris G.; Loukrezis, Dimitrios; Kevrekidis, Ioannis G.; Shields, Michael D.
err分享
err收藏
Physics-constrained polynomial chaos expansion for scientific machine learning and uncertainty quantification用于科学机器学习和不确定性量化的物理约束多项式混沌扩展
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2024-11-01
err1
errOAAI
errSharma, Himanshu; Novak, Lukas; Shields, Michael
err分享
err收藏
Reliability analysis of complex systems using subset simulations with Hamiltonian Neural Networks
errSTRUCTURAL SAFETY
IF6.3
err2024-07-01
err0
errOAAI
errThaler, Denny; Dhulipala, Somayajulu L. N.; Bamer, Franz; Markert, Bernd; Shields, Michael D.
err分享
err收藏
Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems在潜在空间中学习非线性算子，以实时预测物理系统中的复杂动力学
errNATURE COMMUNICATIONS
IF15.7
err2024-06-14
err3
errOAAI
errKontolati, Katiana; Goswami, Somdatta; Karniadakis, George Em; Shields, Michael D.
err分享
err收藏

研究方向

暂无研究方向
合作学者
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G
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H 指数: 130 · 论文数: 1.2K
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H 指数: 88 · 论文数: 887
J
John W. Gillespie
H 指数: 70 · 论文数: 484
K
K.T. Ramesh
H 指数: 70 · 论文数: 469
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