Artificial Intelligence for Computational Modeling of the Heart (eBook, ePUB)

Redaktion: Mansi, Tommaso; Comaniciu, Dorin; Passerini, Tiziano

• Format: ePub

Produktbeschreibung

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

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Produktdetails

• Verlag: Elsevier Science & Techn.
• Seitenzahl: 274
• Erscheinungstermin: 25. November 2019
• Englisch
• ISBN-13: 9780128168950
• Artikelnr.: 61688204