Evidence map›Paper›PMID 42356683›Full record

ArticleSensors (Basel, Switzerland)2026

Harmonic-Selective Gaussian Filtering for Morphology and Timing Preservation in PPG Signals.

Sarai Dominguez-Hernandez, Gonzalo Paez, Moises Padilla

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Sarai Dominguez-HernandezCentro de Investigaciones en Optica, A.C., Loma del Bosque 115, Lomas del Campestre, Leon C.P. 37150, Guanajuato, Mexico.ORCID 0009-0006-7184-689X
Gonzalo PaezCentro de Investigaciones en Optica, A.C., Loma del Bosque 115, Lomas del Campestre, Leon C.P. 37150, Guanajuato, Mexico.ORCID 0000-0002-5609-6801
Moises PadillaCentro de Investigaciones en Optica, A.C., Loma del Bosque 115, Lomas del Campestre, Leon C.P. 37150, Guanajuato, Mexico.ORCID 0000-0002-2878-5490

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Photoplethysmography (PPG) is a widely used non-invasive optical technique for assessing cardiovascular dynamics and related hemodynamic processes. However, conventional noise-reduction methods can alter signal timing and distort waveform morphology, thereby affecting the identification of physiologically relevant events. Here, we propose a frequency-domain Gaussian filtering framework for selectively extracting harmonics from PPG signals. The method combines a Gaussian band-reject filter centered at 0 Hz to suppress the dominant DC component, reduce the non-pulsatile baseline, and attenuate low-frequency contributions associated with slow modulation processes. Symmetric Gaussian bandpass filters are then applied to isolate harmonic components, with the number of retained bands adapted to the requirements of a given application. As a proof of concept, the framework was applied to both a simulated PPG waveform and an experimental PPG recording. Because of the symmetric zero-phase properties of the filters, the temporal alignment of key PPG events, including the systolic peak, diastolic decay, and dicrotic notch, can be preserved while phase distortion is avoided. Reconstruction from filtered harmonics further suggests that low-order harmonics retain much of the observable waveform structure in the signals analyzed. Overall, this harmonic-based Gaussian filtering provides a promising framework for analysis of PPG signals and motivates further investigation of its potential for extracting physiologically related information from harmonic components, such as bedside monitoring.

Indexed as

PhotoplethysmographySignal Processing, Computer-AssistedAlgorithmsHumansNormal Distributiondiastoledicrotic notchfrequency domainGaussian filterharmonic componentsphotoplethysmographyPPGsignal timingsystolewaveform morphologyzero-phase filter

Identifiers

PMID42356683
PMCPMC13307314

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.