Linear and nonlinear system identification of autonomic heart rate modulation

被引:24
作者
Chon, KH [1 ]
Mukkamala, R [1 ]
Toska, K [1 ]
Mullen, TJ [1 ]
Armoundas, AA [1 ]
Cohen, RJ [1 ]
机构
[1] HARVARD UNIV,MIT,DIV HLTH SCI & TECHNOL,CAMBRIDGE,MA 02138
来源
IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE | 1997年 / 16卷 / 05期
关键词
D O I
10.1109/51.620500
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
System identification provides a useful, noninvasive and quantitative means for evaluating cardiovascular regulatory mechanisms. With combinations of linear and nonlinear identification, new insights about the cardiovascular regulatory dynamics are obtained. Instead of just studying the signals generated by the cardiovascular regulatory system, the signals are analyzed to characterize quantitatively the mechanisms that generate them. System identification appears to be a desirable means for evaluating effects of physiologic alterations resulting from pharmacological interventions, changes in environment, physiologic stresses and disease processes.
引用
收藏
页码:96 / 105
页数:10
相关论文
共 20 条
[1]   HEMODYNAMIC REGULATION - INVESTIGATION BY SPECTRAL-ANALYSIS [J].
AKSELROD, S ;
GORDON, D ;
MADWED, JB ;
SNIDMAN, NC ;
SHANNON, DC ;
COHEN, RJ .
AMERICAN JOURNAL OF PHYSIOLOGY, 1985, 249 (04) :H867-H875
[2]   POWER SPECTRUM ANALYSIS OF HEART-RATE FLUCTUATION - A QUANTITATIVE PROBE OF BEAT-TO-BEAT CARDIOVASCULAR CONTROL [J].
AKSELROD, S ;
GORDON, D ;
UBEL, FA ;
SHANNON, DC ;
BARGER, AC ;
COHEN, RJ .
SCIENCE, 1981, 213 (4504) :220-222
[3]  
[Anonymous], 1978, ANAL PHYSL SYSTEMS
[4]   AN EFFICIENT ALGORITHM FOR SPECTRAL-ANALYSIS OF HEART-RATE-VARIABILITY [J].
BERGER, RD ;
AKSELROD, S ;
GORDON, D ;
COHEN, RJ .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1986, 33 (09) :900-904
[5]   ASSESSMENT OF AUTONOMIC RESPONSE BY BROAD-BAND RESPIRATION [J].
BERGER, RD ;
SAUL, JP ;
COHEN, RJ .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1989, 36 (11) :1061-1065
[6]   A dual-input nonlinear system analysis of autonomic modulation of heart rate [J].
Chon, KH ;
Mullen, TJ ;
Cohen, RJ .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1996, 43 (05) :530-544
[7]   Linear and nonlinear ARMA model parameter estimation using an artificial neural network [J].
Chon, KH ;
Cohen, RJ .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1997, 44 (03) :168-174
[8]  
Kanters JK, 1996, CARDIOVASC RES, V31, P400
[9]   A ROBUST ORTHOGONAL ALGORITHM FOR SYSTEM-IDENTIFICATION AND TIME-SERIES ANALYSIS [J].
KORENBERG, MJ .
BIOLOGICAL CYBERNETICS, 1989, 60 (04) :267-276
[10]   SYMPATHETIC-PARASYMPATHETIC INTERACTIONS IN HEART [J].
LEVY, MN .
CIRCULATION RESEARCH, 1971, 29 (05) :437-+