Artificial Intelligence for Computational Modeling of the Heart

Artificial Intelligence for Computational Modeling of the Heart

by Tommaso MansiTiziano Passerini and Dorin Comaniciu
Epub (Kobo), Epub (Adobe)
Publication Date: 10/12/2019

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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

ISBN:
9780128168950
9780128168950
Category:
Biotechnology
Format:
Epub (Kobo), Epub (Adobe)
Publication Date:
10-12-2019
Language:
English
Publisher:
Elsevier Science

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