A Systems Approach to Cardiac Health Diagnosis

被引:16
作者
Acharya, U. Rajendra [1 ]
Faust, Oliver [2 ]
Ghista, Dhanjoo N. [3 ]
Sree, S. Vinitha [4 ]
Alvin, Ang Peng Chuan [1 ]
Chattopadhyay, Subhagata [5 ]
Lim, Teik-Cheng [6 ]
Ng, Eddie Yin-Kwee [4 ]
Yu, Wenwei [7 ]
机构
[1] Ngee Ann Polytech, Sch Engn, Singapore 599489, Singapore
[2] Tianjing Univ, Sch Elect Informat Engn, Tianjin 599489, Peoples R China
[3] Framingham State Coll, Framingham, MA 01701 USA
[4] Nanyang Technol Univ, Coll Engn, Sch Mech & Aerosp Engn, Singapore 639798, Singapore
[5] Natl Inst Sci & Technol, Dept Comp Sci & Engn, Sch Comp Studies, Berhampur 761008, Orissa, India
[6] SIM Univ, Sch Sci & Technol, Singapore 599491, Singapore
[7] Chiba Univ, Dept Med Syst Engn, Chiba 2638522, Japan
关键词
Medical Systems; Heart Rate Variability; Systems Engineering; HIGHER-ORDER SPECTRA; CARDIOVASCULAR-DISEASE; RECURRENCE PLOTS; PREVENTION; SEGMENTATION; IDENTIFICATION; VARIABILITY; GUIDELINES; CORONARY; UPDATE;
D O I
10.1166/jmihi.2013.1149
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
With this paper we explore systems engineering as a systematic way of designing a cardiac health visualization system. From a biomedical perspective, the system is based on the well-known fact that Heart Rate (HR) signals indicate the activity of autonomous nervous system and therefore such signals are used to investigate the cardiac health of patients. HR signals are highly nonlinear and non-stationary in nature. Hence, we have extracted the salient features using nonlinear signal processing techniques. In this work, we have analysed 285 subjects from eight different cardiac classes. The features extracted are: Normalized bispectrum entropies (P1 and P2), Approximate Entropy (ApEn), Sample Entropy (SampEn) and Recurrence Entropy (REN). Furthermore, we propose a Cardiac Integrated Index (CII) using different entropies. This one value CII can be used to differentiate normal and abnormal cardiac classes. During the work on signal analysis we realized that proposing and testing of algorithms is done in the requirements phase of the systems design. This is an important realization, because it puts the work on algorithms in perspective to all the design steps necessary to build a physical solution for the important problem of cardiac monitoring.
引用
收藏
页码:261 / 267
页数:7
相关论文
共 81 条
[51]  
Li W., 2011, INT J SYSTE IN PRESS
[52]   A fault-tolerant control framework for a class of non-linear networked control systems [J].
Mao, Zehui ;
Jiang, Bin ;
Ding, Steven X. .
INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2009, 40 (05) :449-460
[53]   Recurrence plots for the analysis of complex systems [J].
Marwan, Norbert ;
Romano, M. Carmen ;
Thiel, Marco ;
Kurths, Juergen .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2007, 438 (5-6) :237-329
[54]   The case for more active policy attention to health promotion [J].
McGinnis, JM ;
Williams-Russo, P ;
Knickman, JR .
HEALTH AFFAIRS, 2002, 21 (02) :78-93
[55]  
Michaelsson M, 1972, Cardiovasc Clin, V4, P85
[56]   Integration of sensitivity and bifurcation analysis to detect critical processes in a model combining signalling and cell population dynamics [J].
Nikolov, S. ;
Lai, X. ;
Liebal, U. W. ;
Wolkenhauer, O. ;
Vera, J. .
INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2010, 41 (01) :81-105
[57]   Neuro-fuzzy competing for image processing and pattern recognition [J].
Pal, SK ;
Ghosh, A .
INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 1996, 27 (12) :1179-1193
[58]   A REAL-TIME QRS DETECTION ALGORITHM [J].
PAN, J ;
TOMPKINS, WJ .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1985, 32 (03) :230-236
[59]   AHA guidelines for primary prevention of cardiovascular disease and stroke: 2002 update - Consensus panel guide to comprehensive risk reduction for adult patients without coronary or other atherosclerotic vascular diseases [J].
Pearson, TA ;
Blair, SN ;
Daniels, SR ;
Eckel, RH ;
Fair, JM ;
Fortmann, SP ;
Franklin, BA ;
Goldstein, LB ;
Greenland, P ;
Grundy, SM ;
Hong, YL ;
Miller, NH ;
Lauer, RM ;
Ockene, IS ;
Sacco, RL ;
Sallis, JF ;
Smith, SC ;
Stone, NJ ;
Taubert, KA .
CIRCULATION, 2002, 106 (03) :388-391
[60]   Public Policy Approaches to the Prevention of Heart Disease and Stroke [J].
Pearson, Thomas A. .
CIRCULATION, 2011, 124 (23) :2560-2571