DocumentCode :
51872
Title :
Analysis of Forced Expiratory Flow Signals Using the New Luus–Jaakola Optimization Procedure
Author :
Zijun He ; Zuchang Ma ; Yubing Xu ; Yongliang Zhang ; Fusong Hu ; Yining Sun ; Duoqi Zhou
Volume :
62
Issue :
6
fYear :
2015
fDate :
Jun-15
Firstpage :
1644
Lastpage :
1651
Abstract :
Objective: The aim of this study was to estimate forced vital capacity (FVC) by analyzing incomplete forced expiratory flow-time (FEFT) curves using the new Luus-Jaakola (NLJ) optimization procedure. Methods: Complete FEFT curves from 90 subjects with and without respiratory disease were used to validate the method, and its application performance was evaluated by FEFT curves containing incomplete curves from nine obstructive patients. First, a lumped parameter model of the FEFT curve, taking FVC as one of the model parameters, is chosen. The 0- 1 s, 0-1.5 s, . . . , 0-6 s curves chosen from the accepted FEFT curves are, respectively, taken as the local system observations. Then, the NLJ optimization procedure was used to get the estimate of FVC (FVCest) by estimating the model parameters. Finally, FVCest was compared with the measured FVC (FVCmea). Results: The difference between FVCest and FVCmea decreased with the lengths of observed curves increasing. When the lengths of observed curves reached 3 s, the mean difference (±SD) between FVCest and FVCmea was -11 ± 58 mL. Estimated FVC derived from the incomplete curves were close to FVC from accepted maneuvers. Conclusion: The method can be used to estimate FVC by analyzing an incomplete FEFT curve, providing the length of the curve is more than 3 s. Significance: This method can help the subjects who cannot complete the forced expiratory maneuver to provide a reliable estimate of FVC and also can be used to analyze the unacceptable spirometry because of early termination of exhalation.
Keywords :
medical signal processing; optimisation; pneumodynamics; Luus-Jaakola optimization procedure; early exhalation termination; forced expiratory flow signal analysis; forced expiratory flow-time curve; forced vital capacity estimation; incomplete FEFT curve; lumped parameter model; unacceptable spirometry; Biomedical measurement; Diseases; Electronic mail; Information technology; Mathematical model; Optimization; System identification; Forced expiratory vital capacity (FVC);; Forced vital capacity (FVC); Mathematical model; New Luus-Jaakola (NLJ) optimization procedure; Spirometry; System identification; mathematical model; new Luus???Jaakola (NLJ) optimization procedure; spirometry; system identification;
fLanguage :
English
Journal_Title :
Biomedical Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9294
Type :
jour
DOI :
10.1109/TBME.2015.2400227
Filename :
7031382
Link To Document :
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