Artificial Intelligence for Computational Modeling of the Heart presents recent research developments towards streamlined and automatic estimation of the digital twin of a patient’s heart by combining computational modeling of heart physiology and artificial intelligence. The book first introduces the major aspects of multi-scale modeling of the heart, along with the compromises needed to achieve subject-specific simulations. Reader will then learn how AI technologies can unlock robust estimations of cardiac anatomy, obtain meta-models for real-time biophysical computations, and estimate model parameters from routine clinical data. Concepts are all illustrated through concrete clinical applications. – Presents recent advances in computational modeling of heart function and artificial intelligence technologies for subject-specific applications- Discusses AI-based technologies for robust anatomical modeling from medical images, data-driven reduction of multi-scale cardiac models, and estimations of physiological parameters from clinical data- Illustrates the technology through concrete clinical applications and discusses potential impacts and next steps needed for clinical translation
Dorin Comaniciu & Tommaso Mansi
Artificial Intelligence for Computational Modeling of the Heart [EPUB ebook]
Artificial Intelligence for Computational Modeling of the Heart [EPUB ebook]
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Sprache Englisch ● Format EPUB ● ISBN 9780128168950 ● Herausgeber Dorin Comaniciu & Tommaso Mansi ● Verlag Elsevier Science ● Erscheinungsjahr 2019 ● herunterladbar 3 mal ● Währung EUR ● ID 6978094 ● Kopierschutz Adobe DRM
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