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
arxiv(2024)
摘要
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.
更多查看译文
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要