Artificial Intelligence for Computational Modeling of the Heart

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 introdu...

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Bibliographic Details
Main Authors Mansi, Tommaso, Passerini, Tiziano, Comaniciu, Dorin
Format eBook
LanguageEnglish
Published Chantilly Elsevier Science & Technology 2019
Academic Press
Edition1
Subjects
Online AccessGet full text
ISBN9780128175941
012817594X
DOI10.1016/C2017-0-03208-1

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Summary: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.
ISBN:9780128175941
012817594X
DOI:10.1016/C2017-0-03208-1