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Minglang Yin
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Year
Physics-informed neural networks (PINNs) for fluid mechanics: A review
S Cai, Z Mao, Z Wang, M Yin, GE Karniadakis
Acta Mechanica Sinica 37 (12), 1727-1738, 2021
22762021
A physics-informed variational DeepONet for predicting crack path in quasi-brittle materials
S Goswami, M Yin, Y Yu, GE Karniadakis
Computer Methods in Applied Mechanics and Engineering 391, 114587, 2022
4722022
Non-invasive inference of thrombus material properties with physics-informed neural networks
M Yin, X Zheng, JD Humphrey, GE Karniadakis
Computer Methods in Applied Mechanics and Engineering 375, 113603, 2021
2082021
Physics-informed neural networks for nonhomogeneous material identification in elasticity imaging
E Zhang, M Yin, GE Karniadakis
AAAI Fall 2020 Symposium on Physics-Guided AI to Accelerate Scientific Discovery, 2020
1442020
Interfacing finite elements with deep neural operators for fast multiscale modeling of mechanics problems
M Yin, E Zhang, Y Yu, GE Karniadakis
Computer methods in applied mechanics and engineering 402, 115027, 2022
1292022
Simulating progressive intramural damage leading to aortic dissection using DeepONet: an operator–regression neural network
M Yin, E Ban, BV Rego, E Zhang, C Cavinato, JD Humphrey, ...
Journal of the Royal Society Interface 19 (187), 20210670, 2022
682022
One-dimensional modeling of fractional flow reserve in coronary artery disease: Uncertainty quantification and Bayesian optimization
M Yin, A Yazdani, GE Karniadakis
Computer Methods in Applied Mechanics and Engineering 353, 66-85, 2019
612019
A scalable framework for learning the geometry-dependent solution operators of partial differential equations
M Yin, N Charon, R Brody, L Lu, N Trayanova, M Maggioni
Nature computational science 4 (12), 928-940, 2024
56*2024
Novel Wiener models with a time-delayed nonlinear block and their identification
J Kou, W Zhang, M Yin
Nonlinear Dynamics 85 (4), 2389-2404, 2016
532016
A Generative Modeling Framework for Inferring Families of Biomechanical Constitutive Laws in Data-Sparse Regimes
M Yin, Z Zou, E Zhang, C Cavinato, JD Humphrey, GE Karniadakis
Journal of the Mechanics and Physics of Solids, 2023
182023
Multimodal AI to forecast arrhythmic death in hypertrophic cardiomyopathy
C Lai, M Yin, EG Kholmovski, DM Popescu, DY Lu, E Scherer, E Binka, ...
Nature Cardiovascular Research, 1-13, 2025
122025
Multiscale parareal algorithm for long-time mesoscopic simulations of microvascular blood flow in zebrafish
AL Blumers, M Yin, H Nakajima, Y Hasegawa, Z Li, GE Karniadakis
Computational Mechanics 68 (5), 1131-1152, 2021
112021
A reduced-order aerodynamic model with high generalization capability based on neural network
YIN Minglang, KOU Jiaqing, Z Weiwei
Acta Aerodynamica Sinica 35 (2), 205-213, 2017
102017
一种高泛化能力的神经网络气动力降阶模型
尹明朗, 寇家庆, 张伟伟
空气动力学学报, 2017
92017
Physics-informed neural networks (PINNs) for fluid mechanics: A review. arXiv 2021
S Cai, Z Mao, Z Wang, M Yin, GE Karniadakis
arXiv preprint arXiv:2105.09506, 0
9
Diffeomorphic Latent Neural Operators for Data-Efficient Learning of Solutions to Partial Differential Equations
Z Ahmad, S Chen, M Yin, A Kumar, N Charon, N Trayanova, M Maggioni
arXiv preprint arXiv:2411.18014, 2024
42024
Convolutional Deep Operator Networks for Learning Nonlinear Focused Ultrasound Wave Propagation in Heterogeneous Spinal Cord Anatomy
A Kumar, X Zhi, Z Ahmad, M Yin, A Manbachi
arXiv preprint arXiv:2412.16118, 2024
22024
Peripheral arterial pathology and osteoarthritis of the knee: US examination of arterial wall stiffness, thickness, and flow characteristics
J Olansen, M Yin, J Molino, T Carruthers, D Jenkins, G Karniadakis, ...
Osteoarthritis and Cartilage Open 6 (4), 100537, 2024
22024
Heat transfer in nanofluid boundary layer near adiabatic wall
D Hopper, D Jaganathan, JL Orr, J Shi, F Simeski, M Yin, JTC Liu
Journal of Nanofluids 7 (6), 1297-1302, 2018
22018
PO-02-095 MAARS-HCM: MULTI-MODAL ARTIFICIAL INTELLIGENCE (AI) FOR VENTRICULAR ARRHYTHMIA (VA) RISK STRATIFICATION IN HYPERTROPHIC CARDIOMYOPATHY (HCM) PATIENTS
C Lai, M Yin, DM Popescu, DY Lu, E Scherer, M Engels, E Binka, ...
Heart Rhythm 21 (5), S300, 2024
12024
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