Ergebnisse für: Physics-Informed Neural Networks

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Buch Cover Scientific Machine Learning with Engineering Applications
Timon Rabczuk, Cosmin Anitescu, Somdatta Goswami, Xiaoying Zhuang, Yizheng Wang
Springer International Publishing
128.39 € · Hardcover
Physics Informed Neural Networks Partial Differential Equations Computational Mechanics Modeling and Simulation
This book equips readers with a rigorous and practical framework for solving complex engineering problems directly from governing equations using modern machine learning techniques. It bridges established principles from mechanics, numerical analysis, and scientific computing with emerging physics-b...
Buch Cover Digital Molecular Magnetic Resonance Imaging
This book pushes the limits of conventional MRI visualization methods by completely changing the medical imaging landscape and leads to innovations that will help patients and healthcare providers alike. It enhances the capabilities of MRI anatomical visualization to a level that has never before be...
Buch Cover Computational Differential Equations with AI
This book provides cutting-edge machine learning (ML) methods, including Physics-Informed Neural Networks (PINNs), Neural Operators, and other ML methods, for solving ordinary differential equations (ODEs), partial differential equations (PDEs), and stochastic systems. Differential equations (DEs) a...
Buch Cover New Trends in the Applications of Differential Equations in Sciences
This book gathers selected works covering research in mathematics on new methods and techniques for the applications of differential equations, presented at the 12th International Conference “New Trends in the Applications of Differential Equations in Sciences” (NTADES), held in Saints Constanti...
Buch Cover Scientific Machine Learning with Engineering Applications
Timon Rabczuk, Cosmin Anitescu, Somdatta Goswami, Xiaoying Zhuang, Yizheng Wang
Springer International Publishing
128.39 € · eBook
Physics Informed Neural Networks Partial Differential Equations Computational Mechanics Modeling and Simulation
This book equips readers with a rigorous and practical framework for solving complex engineering problems directly from governing equations using modern machine learning techniques. It bridges established principles from mechanics, numerical analysis, and scientific computing with emerging physics-b...
Buch Cover Functional Imaging and Modeling of the Heart
This two-volume set, LNCS 15672 and LNCS 15673, constitutes the refereed proceedings of the 13th International Conference on Functional Imaging and Modeling of the Heart, FIMH 2025, held in Dallas, Texas, USA, during June 2–4, 2025. The 79 full papers presented in this book were carefully reviewed...
Buch Cover Functional Imaging and Modeling of the Heart
This two-volume set, LNCS 15672 and LNCS 15673, constitutes the refereed proceedings of the 13th International Conference on Functional Imaging and Modeling of the Heart, FIMH 2025, held in Dallas, Texas, USA, during June 2–4, 2025. The 79 full papers presented in this book were carefully reviewed...
Buch Cover Functional Imaging and Modeling of the Heart
This two-volume set, LNCS 15672 and LNCS 15673, constitutes the refereed proceedings of the 13th International Conference on Functional Imaging and Modeling of the Heart, FIMH 2025, held in Dallas, Texas, USA, during June 2–4, 2025. The 79 full papers presented in this book were carefully reviewed...
Buch Cover Digital Molecular Magnetic Resonance Imaging
This book pushes the limits of conventional MRI visualization methods by completely changing the medical imaging landscape and leads to innovations that will help patients and healthcare providers alike. It enhances the capabilities of MRI anatomical visualization to a level that has never before be...
Buch Cover Functional Imaging and Modeling of the Heart
This two-volume set, LNCS 15672 and LNCS 15673, constitutes the refereed proceedings of the 13th International Conference on Functional Imaging and Modeling of the Heart, FIMH 2025, held in Dallas, Texas, USA, during June 2–4, 2025. The 79 full papers presented in this book were carefully reviewed...
Buch Cover New Trends in the Applications of Differential Equations in Sciences
This book gathers selected works covering research in mathematics on new methods and techniques for the applications of differential equations, presented at the 12th International Conference “New Trends in the Applications of Differential Equations in Sciences” (NTADES), held in Saints Constanti...
Buch Cover Computational Differential Equations with AI
This book provides cutting-edge machine learning (ML) methods, including Physics-Informed Neural Networks (PINNs), Neural Operators, and other ML methods, for solving ordinary differential equations (ODEs), partial differential equations (PDEs), and stochastic systems. Differential equations (DEs) a...

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