重症数字孪生治疗败血症的设计规范:对美国国家科学、工程和医学研究院报告的回应:数字孪生的基础研究差距和未来方向

Gary An, Chase Cockrell
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引用次数: 0

摘要

2023 年 12 月 15 日,美国国家科学院、工程院和医学院(NASEM)发布了一份题为 "数字双胞胎的基础研究差距和未来方向 "的报告:数字孪生的基础研究差距与未来方向》的报告。这份报告的表面目的是通过提供一个可行的定义和一系列需要解决的研究挑战,为蓬勃发展的数字孪生领域带来一些条理,使这项技术能够充分发挥其潜力。在本文介绍的工作中,我们将重点关注 NASEM 报告中的五个具体发现:1)数字孪生体的定义;2)使用适合目的的指导;3)开发数字孪生体验证、确认和不确定性量化(VVUQ)的新方法;4)将控制作为数字孪生体的明确目的;5)使用数字孪生体指导数据收集和传感器开发,并描述如何通过旨在治疗败血症的重症数字孪生体(CIDT)的设计规范来解决这些发现。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A design specification for Critical Illness Digital Twins to cure sepsis: responding to the National Academies of Sciences, Engineering and Medicine Report: Foundational Research Gaps and Future Directions for Digital Twins
On December 15, 2023, The National Academies of Sciences, Engineering and Medicine (NASEM) released a report entitled: Foundational Research Gaps and Future Directions for Digital Twins. The ostensible purpose of this report was to bring some structure to the burgeoning field of digital twins by providing a working definition and a series of research challenges that need to be addressed to allow this technology to fulfill its full potential. In the work presented herein we focus on five specific findings from the NASEM Report: 1) definition of a Digital Twin, 2) using fit-for-purpose guidance, 3) developing novel approaches to Verification, Validation and Uncertainty Quantification (VVUQ) of Digital Twins, 4) incorporating control as an explicit purpose for a Digital Twin and 5) using a Digital Twin to guide data collection and sensor development, and describe how these findings are addressed through the design specifications for a Critical Illness Digital Twin (CIDT) aimed at curing sepsis.
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