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Machine learning in cardiovascular flows modeling: Predicting arterial blood pressure from non-invasive 4D flow MRI data using physics-informed neural networks
Kissas, Georgios, Yang, Yibo, Hwuang, Eileen, Witschey, Walter R., Detre, John A., Perdikaris, Paris
Published in Computer methods in applied mechanics and engineering (01.01.2020)
Published in Computer methods in applied mechanics and engineering (01.01.2020)
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Journal Article
Physics-Informed Neural Networks for Brain Hemodynamic Predictions Using Medical Imaging
Sarabian, Mohammad, Babaee, Hessam, Laksari, Kaveh
Published in IEEE transactions on medical imaging (01.09.2022)
Published in IEEE transactions on medical imaging (01.09.2022)
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Journal Article
A comparison of strategies to embed physics-informed neural networks in nonlinear model predictive control formulations solved via direct transcription
Elorza Casas, Carlos Andrés, Ricardez-Sandoval, Luis A., Pulsipher, Joshua L.
Published in Computers & chemical engineering (01.07.2025)
Published in Computers & chemical engineering (01.07.2025)
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Journal Article
Physics-informed neural networks for denoising high b-value diffusion-weighted images
Lin, Qiaoling, Yang, Fan, Yan, Yang, Zhang, Haoyu, Xie, Qing, Zheng, Jiaju, Yang, Wenze, Qian, Ling, Liu, Shaoxing, Yao, Weigen, Qu, Xiaobo
Published in Computerized medical imaging and graphics (01.09.2025)
Published in Computerized medical imaging and graphics (01.09.2025)
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Journal Article
Efficiently Training Physics-Informed Neural Networks via Anomaly-Aware Optimization
Published in Numerical Mathematics Theory Methods and Applications
(01.05.2024)
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Journal Article
Machine learning in cardiovascular flows modeling: Predicting arterial blood pressure from non-invasive 4D flow MRI data using physics-informed neural networks
Kissas, Georgios, Yang, Yibo, Hwuang, Eileen, Witschey, Walter R., Detre, John A., Perdikaris, Paris
Published in Computer methods in applied mechanics and engineering (17.09.2019)
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Published in Computer methods in applied mechanics and engineering (17.09.2019)
Journal Article
A Feature-Encoded Physics-Informed Parameter Identification Neural Network for Musculoskeletal Systems
Published in Journal of biomechanical engineering
(01.12.2022)
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Journal Article