Artificial Intelligence for Computational Modeling of the Heart
暫譯: 心臟計算模型的人工智慧
Mansi, Tommaso, Passerini, Tiziano, Comaniciu, Dorin
- 出版商: Academic Press
- 出版日期: 2019-11-28
- 售價: $5,440
- 貴賓價: 9.5 折 $5,168
- 語言: 英文
- 頁數: 240
- 裝訂: Quality Paper - also called trade paper
- ISBN: 012817594X
- ISBN-13: 9780128175941
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相關分類:
人工智慧
海外代購書籍(需單獨結帳)
相關主題
商品描述
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
商品描述(中文翻譯)
《心臟的計算模型人工智慧》介紹了最近在結合心臟生理計算模型與人工智慧方面的研究進展,旨在簡化和自動化患者心臟數位雙胞胎的估算。該書首先介紹了心臟多尺度建模的主要方面,以及為實現特定個體模擬所需的妥協。讀者將學習到人工智慧技術如何解鎖心臟解剖的穩健估算,獲得實時生物物理計算的元模型,並從常規臨床數據中估算模型參數。所有概念均通過具體的臨床應用進行說明。
- 提出心臟功能計算模型和人工智慧技術在特定個體應用中的最新進展
- 討論基於人工智慧的技術,從醫學影像進行穩健的解剖建模,數據驅動的多尺度心臟模型簡化,以及從臨床數據中估算生理參數
- 通過具體的臨床應用來說明技術,並討論其潛在影響及臨床轉化所需的下一步措施