中国医学装备2025，Vol.22Issue(9)：158-162,5.DOI:10.3969/j.issn.1672-8270.2025.09.031
呼吸机远程监测及预警系统设计
Design for remote monitoring and early warning system of ventilators
摘要
Abstract
Objective:To design a remote monitoring and early warning system of ventilators,so as to adapt to data collection for different types of ventilators,and achieve early warning for abnormal status in operation data of ventilators.Methods:A three-layer structure,which used information gateway of Internet of Things(IoTs)with multi communication standard as the core,and integrated with multiple interfaces,was adopted to construct a remote monitoring and early warning system of ventilators.Boolean function was used to determine strings of incorrect data,and extract respiratory information.Using incremental isolated forest algorithm processed ventilators'operation data for realizing anomaly detection.And then,the detection results were presented through a display module,so as to conduct early warning for existing abnormal situations.Results:The remote monitoring and early warning system of ventilator had an accuracy rate of monitoring over 98.0%for abnormity of different types of ventilators,which timely warning rate was over 98.5%.Conclusion:The designed remote monitoring and early warning system of ventilator can provide clear results of remote monitoring and early warning of ventilator,which can timely find abnormal status,and effectively improve management efficiency for ventilator,and promote the intelligent development of medical treatment.关键词
呼吸机/远程监控/预警/通信模块/增量式孤立森林/显示模块Key words
Ventilator/Remote monitoring/Early warning/Communication module/Incremental isolated forest/Display module分类
医药卫生引用本文复制引用
熊贵富,吕运林,舒韦韦,李志勇..呼吸机远程监测及预警系统设计[J].中国医学装备,2025,22(9):158-162,5.基金项目
重庆市永川区2023年度科研项目(2023yc-jckx20022) 2023 Annual Scientific Research Projects of Yongchuan District,Chongqing City(2023yc-jckx20022) （2023yc-jckx20022）
