DocumentCode :
2540944
Title :
Study of the linguistic variables of heart rate variability using fuzzy entropy
Author :
Almirantearena, F. Nuño ; Clara, F. ; López, P. Burillo
Author_Institution :
Electron. Dept., Nat. Univ. of Mar del Plata, Mar del Plata, Argentina
fYear :
2012
fDate :
29-31 May 2012
Firstpage :
399
Lastpage :
403
Abstract :
The aim of this investigation was to determine the fuzziness values of the variables that represent heart rate variability (HRV) for three age groups, using the fuzzy entropy function. We used one hundred and four waves taken from one-minute electrocardiogram (ECG) of males subjects 20-70 years old, this being a short-term HRV measure. In the time domain, the values of the variables SDNN, HR, STDHR, RMSSD, NN50, PNN50, Triangle, TINN, were calculated. In the frequency domain, spectral analysis of continuous power was conducted, quantifying the following powers: very low frequency (VLF,0-0.04 Hz), low frequency (LF, 0.04 to 0.15 Hz), high frequency (HF, 0.15-0.4 Hz), and the ratio of LF to HF (LF / HF). The existing literature on the subject states, that the three frequency bands into which the total power is divided are similar regardless the age, sex and the presence or absence of coronary disease. In the nonlinear domain the values of the variables SD1 and SD2, which describe short and long-term variability were calculated. Measures of the selected patients were taken in the evening after 10 minutes rest. Then the linguistic variables and linguistic terms were defined and such variables were fuzzyfied using triangular and trapezoidal fuzzy numbers. All the variables values in the proposed conditions, satisfy the property that HRV decreases with age. Then the fuzziness of the linguistic terms was analyzed using the continuous fuzzy entropy thus concluding that the variables in the time, frequency and nonlinear domains: SDNN, RMSSD, NN50, PNN50, LF, HF, SD1, SD2 corresponding to the first and second age group have the greatest disorder.
Keywords :
diseases; electrocardiography; entropy; frequency-domain analysis; fuzzy set theory; linguistics; medical signal processing; spectral analysis; time-domain analysis; ECG; HF; HR; LF; NN50; PNN50; RMSSD; SDNN; STDHR; TINN; Triangle; coronary disease; frequency 0 Hz to 0.04 Hz; frequency 0.04 Hz to 0.15 Hz; frequency 0.15 Hz to 0.4 Hz; frequency bands; frequency-domain analysis; fuzziness values; fuzzy entropy function; heart rate variability; linguistic terms; linguistic variables; nonlinear domain; one-minute electrocardiogram; short-term HRV measurement; spectral analysis; three age groups; time-domain analysis; trapezoidal fuzzy numbers; triangular fuzzy numbers; variables SD1; variables SD2; Biomedical measurements; Entropy; Frequency domain analysis; Fuzzy sets; Hafnium; Heart rate variability; Pragmatics; Fuzzy Entropies; Fuzzy Sets; Heart rate variability;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems and Knowledge Discovery (FSKD), 2012 9th International Conference on
Conference_Location :
Sichuan
Print_ISBN :
978-1-4673-0025-4
Type :
conf
DOI :
10.1109/FSKD.2012.6233719
Filename :
6233719
Link To Document :
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