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用于新生儿机械通气撤机的模糊逻辑控制器

Fuzzy logic controller for weaning neonates from mechanical ventilation.

作者信息

Hatzakis G E, Davis G M

机构信息

McGill University Health Centre, Montreal General Hospital, Montreal, Quebec, Canada.

出版信息

Proc AMIA Symp. 2002:315-9.

Abstract

Weaning from mechanical ventilation is the gradual detachment from any ventilatory support till normal spontaneous breathing can be fully resumed. To date, we have developed a fuzzy logic controller for weaning COPD adults using pressure support ventilation (PS). However, adults and newborns differ in the pathophysiology of lung disease. We therefore used our fuzzy logic-based weaning platform to develop modularized components for weaning newborns with lung disease. Our controller uses the heart rate (HR), respiratory rate (RR), tidal volume (VT) and oxygen saturation (SaO2) and their trends deltaHR/deltat, deltaVT/deltat and deltaSaO2/deltat to evaluate, respectively, the Current and Trend weaning status of the newborn. Through appropriate fuzzification of these vital signs, Current and Trend weaning status can quantitatively determine the increase/decrease in the synchronized intermittent mandatory ventilation (SIMV) setting. The post-operative weaning courses of 10 newborns, 82+/-162 days old, were assessed at 2-hour intervals for 68+/-39 days. The SIMV levels, proposed by our algorithm, were matched to those levels actually applied. For 60% of the time both values coincided. For the remaining 40%, our algorithm suggested lower SIMV support than what was applied. The Area Under the Curve for integrated ventilatory support over time was 1203+/-846 for standard ventilatory strategies and 1152+/-802 for fuzzy controller. This suggests that the algorithm, approximates the actual weaning progression, and may advocate a more aggressive strategy. Moreover, the core of the fuzzy controller facilitates adaptation for body size and diversified disease patterns and sets the premises as an infant-weaning tool.

摘要

机械通气撤机是指逐渐脱离任何通气支持,直至完全恢复正常自主呼吸。迄今为止,我们已开发出一种用于慢性阻塞性肺疾病(COPD)成年患者撤机的模糊逻辑控制器,采用压力支持通气(PS)模式。然而,成人和新生儿在肺部疾病的病理生理学方面存在差异。因此,我们利用基于模糊逻辑的撤机平台,开发了用于患有肺部疾病的新生儿撤机的模块化组件。我们的控制器使用心率(HR)、呼吸频率(RR)、潮气量(VT)和血氧饱和度(SaO2)及其变化趋势deltaHR/deltat、deltaVT/deltat和deltaSaO2/deltat,分别评估新生儿当前和趋势性的撤机状态。通过对这些生命体征进行适当的模糊化处理,当前和趋势性撤机状态能够定量地确定同步间歇指令通气(SIMV)设置的增减。对10名年龄为82±162天的新生儿术后撤机过程进行了评估,为期68±39天,每隔2小时记录一次。我们算法提出的SIMV水平与实际应用的水平相匹配。在60%的时间里,两者的值是一致的。在其余40%的时间里,我们的算法建议的SIMV支持水平低于实际应用的水平。标准通气策略下随时间的综合通气支持曲线下面积为1203±846,模糊控制器为1152±802。这表明该算法近似于实际的撤机进程,可能倡导一种更积极的策略。此外,模糊控制器的核心便于根据身体大小和多样化的疾病模式进行调整,为婴儿撤机工具奠定了基础。

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本文引用的文献

1
Predicting extubation failure: is it in (on) the cards?
Chest. 2001 Oct;120(4):1061-3. doi: 10.1378/chest.120.4.1061.
2
Knowledge-based systems for automatic ventilatory management.
Respir Care Clin N Am. 2001 Sep;7(3):379-96, viii. doi: 10.1016/s1078-5337(05)70048-4.
3
Fuzzy logic and mechanical ventilation.
Respir Care Clin N Am. 2001 Sep;7(3):363-77, vii. doi: 10.1016/s1078-5337(05)70047-2.
4
Clinical evaluation of a computer-controlled pressure support mode.
Am J Respir Crit Care Med. 2000 Apr;161(4 Pt 1):1161-6. doi: 10.1164/ajrccm.161.4.9904064.
7
Automatic control of pressure support mechanical ventilation using fuzzy logic.
Am J Respir Crit Care Med. 1999 Aug;160(2):550-6. doi: 10.1164/ajrccm.160.2.9809013.
8
Fuzzy logic and medical device technology.
Med Device Technol. 1995 Oct;6(8):37-46.
9
Clinical management of weaning from mechanical ventilation.
Intensive Care Med. 1998 Oct;24(10):999-1008. doi: 10.1007/s001340050708.
10
Evaluation of compliance with a computerized protocol: weaning from mechanical ventilator support using pressure support.
Comput Methods Programs Biomed. 1998 Nov;57(3):201-15. doi: 10.1016/s0169-2607(98)00062-5.

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