Artificial Intelligence for Computational Modeling of the Heart
  • Release Date : 01 December 2019
  • Publisher : Academic Press
  • Genre : Science
  • Pages : 260 pages
  • ISBN 13 : 9780128175941
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Download or read book entitled Artificial Intelligence for Computational Modeling of the Heart by author: Tommaso Mansi which was release on 01 December 2019 and published by Academic Press with total page 260 pages . This book available in PDF, EPUB and Kindle Format. 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