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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Main Authors: Mansi, Tommaso, editor 648621, Passerini, Tiziano , editor 648623, Comaniciu, Dorin, editor 648624, ScienceDirect (Online service) 7722
Format: software, multimedia
Language:eng
Published: London : Academic Press, 2020
Subjects:
Online Access:https://www.sciencedirect.com/science/book/9780128175941
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author Mansi, Tommaso, editor 648621
Passerini, Tiziano , editor 648623
Comaniciu, Dorin, editor 648624
ScienceDirect (Online service) 7722
author_facet Mansi, Tommaso, editor 648621
Passerini, Tiziano , editor 648623
Comaniciu, Dorin, editor 648624
ScienceDirect (Online service) 7722
author_sort Mansi, Tommaso, editor 648621
collection OCEAN
description 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.
first_indexed 2024-03-05T17:18:57Z
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institution Universiti Teknologi Malaysia - OCEAN
language eng
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publishDate 2020
publisher London : Academic Press,
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spelling KOHA-OAI-TEST:6060192023-11-15T09:45:46ZArtificial Intelligence for Computational Modeling of the Heart / Mansi, Tommaso, editor 648621 Passerini, Tiziano , editor 648623 Comaniciu, Dorin, editor 648624 ScienceDirect (Online service) 7722 software, multimedia Electronic books 631902 London : Academic Press,©20202020engArtificial 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.Includes bibliographical references and index Part I. Modeling of the beating heart: approaches and implementation -- Part II. Artificial Intelligence methods for cardiac modeling.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.Artificial intelligenceSystems biologyhttps://www.sciencedirect.com/science/book/9780128175941URN:ISBN:9780128175941Remote access restricted to users with a valid UTM ID via VPN.
spellingShingle Artificial intelligence
Systems biology
Mansi, Tommaso, editor 648621
Passerini, Tiziano , editor 648623
Comaniciu, Dorin, editor 648624
ScienceDirect (Online service) 7722
Artificial Intelligence for Computational Modeling of the Heart /
title Artificial Intelligence for Computational Modeling of the Heart /
title_full Artificial Intelligence for Computational Modeling of the Heart /
title_fullStr Artificial Intelligence for Computational Modeling of the Heart /
title_full_unstemmed Artificial Intelligence for Computational Modeling of the Heart /
title_short Artificial Intelligence for Computational Modeling of the Heart /
title_sort artificial intelligence for computational modeling of the heart
topic Artificial intelligence
Systems biology
url https://www.sciencedirect.com/science/book/9780128175941
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