Key result
An adaptive infinite impulse response notch filter estimated respiratory rate from photoplethysmography more quickly and accurately than conventional methods in an offline simulation study.
Why the study?
Does an adaptive IIR notch filter improve the speed and accuracy of real-time respiratory rate estimation from PPG compared to conventional methods?
Does an adaptive IIR notch filter improve the speed and accuracy of real-time respiratory rate estimation from PPG compared to conventional methods?
An adaptive IIR notch filter provides fast, robust, and computationally efficient real-time estimation of respiratory rate from PPG signals, suitable for wearable sensors.
Answers are grounded in this paper and cite their sources.
May enable faster PPG respiratory rate tracking in wearables; leaves open real-time clinical validation.
Respiratory rate (RR) is a useful vital sign that can not only provide auxiliary information on physiological changes within the human body, but also indicate early symptoms of various diseases. Recently, methods for the estimation of RR from photoplethysmography (PPG) have attracted increased interest, because PPG can be readily recorded using wearable sensors such as smart watches and smart bands. In the present study, we propose a new method for the fast and robust real-time estimation of RR using an adaptive infinite impulse response (IIR) notch filter, which has not yet been applied to the PPG-based estimation of RR. In our offline simulation study, the performance of the proposed method was compared to that of recently developed RR estimation methods called an adaptive lattice-type RR estimator and a Smart Fusion. The results of the simulation study show that the proposed method could not only estimate RR more quickly and more accurately than the conventional methods, but also is most suitable for online RR monitoring systems, as it does not use any overlapping moving windows that require increased computational costs. In order to demonstrate the practical applicability of the proposed method, an online RR estimation system was implemented.
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Kim et al. (2016) studied this question. Adaptive infinite impulse response (IIR) notch filter vs. Adaptive lattice-type RR estimator and Smart Fusion was evaluated on Respiratory rate estimation speed and accuracy. An adaptive infinite impulse response notch filter estimated respiratory rate from photoplethysmography more quickly and accurately than conventional methods in an offline simulation study.
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