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 introduces t...

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Bibliografski detalji
Glavni autori: Mansi, Tommaso, editor 648621, Passerini, Tiziano , editor 648623, Comaniciu, Dorin, editor 648624, ScienceDirect (Online service) 7722
Format: software, multimedia
Jezik:eng
Izdano: London : Academic Press, 2020
Teme:
Online pristup:https://www.sciencedirect.com/science/book/9780128175941
Opis
Sažetak: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.