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多参数信息融合实现非脑电的睡眠结构分期
引用本文:杨军,俞梦孙,王宏山,张宏金,赵显亮. 多参数信息融合实现非脑电的睡眠结构分期[J]. 中国生物医学工程学报, 2006, 25(3): 315-321
作者姓名:杨军  俞梦孙  王宏山  张宏金  赵显亮
作者单位:空军航空医学研究所,北京,100036
摘    要:目前临床睡眠分析的主要手段是多导睡眠图(Polysomnograph,PSG),用仪器记录被测者整晚的脑电、眼动电和颏肌电等生理参数,计算机进行自动睡眠分期,再由技术人员依据国际标准进行校正.几十年来PSG保持着睡眠分期金标准的地位.提出在不使用脑电的条件下,利用较易获得的心动周期、呼吸、体动等基本生理参数,提取其中与睡眠过程及其变化有关的规律和信息,建立知识规则库,采用不确定推理的证据理论进行多参数睡眠信息融合计算,实现睡眠结构分期.50余例与PSG对照试验结果表明:醒睡的平均符合率达90%以上,基本睡眠结构的平均符合率达75%以上,证明该技术达到了应用的要求.

关 键 词:睡眠结构分期  信息融合  不确定推理  证据理论
文章编号:0258-8021(2006)03-0315-07
收稿时间:2004-02-27
修稿时间:2006-04-29

A Non-EEG Approach to Sleep Analysis by Fusing Multi-Parameter Information
YANG Jun,YU Meng-Sun,WANG Hong-Shan,ZHANG Hong-Jin,ZHAO Xian-Liang. A Non-EEG Approach to Sleep Analysis by Fusing Multi-Parameter Information[J]. Chinese Journal of Biomedical Engineering, 2006, 25(3): 315-321
Authors:YANG Jun  YU Meng-Sun  WANG Hong-Shan  ZHANG Hong-Jin  ZHAO Xian-Liang
Abstract:Objective: The traditional method of sleep architecture analysis based on polysomnography(PSG) contains electroencephalogram(EEG),electro-oculogram(EOG) and electromyogram(EMG),etc.The new approach proposed in this paper is free of EEG and other electrical physiological parameters,whose great advantage is exempting any need of direct attachment to the subject.Method: A patented mattress is used for all-night data acquisition.Parameters as heart beat interval,respiration period and body movement are related to sleep architecture.Through multi-resolution analysis of series of all-night heart-beat period and respiration period,a parameterized rule base is established to direct a inference process.Sleep architecture analysis is realized through fusing information in multi-parameter using Dempster evidence combination theory.Result: The method has been tested on 50 control experiment with PSG result as contrast,the wake-sleep coincidence rate is over 90%,wake-NREMS-REMS coincidence rate is larger tan 75%.The method is qualified as being useful in clinical application.
Keywords:sleep architecture    information fusion    uncertain inference    evidence theory
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