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基于灵敏度分析的复杂性度量在重症监护病房系统中的应用。

Complexity measure based on sensitivity analysis applied to an intensive care unit system.

机构信息

School of Electrical, Mechanical and Computer Engineering (EMC), Federal University of Goias (UFG), Goiania, GO, 74605-010, Brazil.

Studies and Researches in Science and Technology Group (GCITE), Federal Institute of Goias (IFG), Goiania, GO, 74130-012, Brazil.

出版信息

Sci Rep. 2023 Sep 5;13(1):14602. doi: 10.1038/s41598-023-40149-x.

Abstract

This work proposes a system complexity metric and its application to Intensive Care Unit (ICU) system. The methodology for applying said complexity metric comprises: (i) parameters sensitivity indices calculation, (ii) mapping connections dynamics between system components, and (iii) system's complexity calculation. After simulating the ICU computer model and using the proposed methodology, we obtained results regarding: number of admissions, number of patients in the queue, length of stay, beds in use, ICU performance, and system complexity values (in regular or overloaded operation). As the number of patients in the queue increased, the ICU system complexity also increased, indicating a need for policies to promote system robustness.

摘要

这项工作提出了一种系统复杂性度量及其在重症监护病房(ICU)系统中的应用。应用该复杂性度量的方法包括:(i)参数敏感性指数的计算,(ii)系统组件之间的连接动态映射,以及(iii)系统的复杂性计算。在模拟 ICU 计算机模型并使用所提出的方法后,我们获得了以下结果:入院人数、排队病人人数、停留时间、使用床位、ICU 性能和系统复杂性值(正常或过载运行)。随着排队病人数量的增加,ICU 系统的复杂性也随之增加,这表明需要制定政策来提高系统的鲁棒性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bf47/10480223/ffb0badb682c/41598_2023_40149_Fig1_HTML.jpg

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