Identification of Respiratory Pauses during Swallowing by Unconstrained Measuring Using Millimeter Wave Radar.

Sensors (Basel)

Graduate School of Engineering, Osaka Metropolitan University, 1-1 Gakuencho, Nakaku, Osaka 599-8531, Japan.

Published: June 2024

Breathing temporarily pauses during swallowing, and the occurrence of inspiration before and after these pauses may increase the likelihood of aspiration, a serious health problem in older adults. Therefore, the automatic detection of these pauses without constraints is important. We propose methods for measuring respiratory movements during swallowing using millimeter wave radar to detect these pauses. The experiment involved 20 healthy adult participants. The results showed a correlation of 0.71 with the measurement data obtained from a band-type sensor used as a reference, demonstrating the potential to measure chest movements associated with respiration using a non-contact method. Additionally, temporary respiratory pauses caused by swallowing were confirmed by the measured data. Furthermore, using machine learning, the presence of respiring alone was detected with an accuracy of 88.5%, which is higher than that reported in previous studies. Respiring and temporary respiratory pauses caused by swallowing were also detected, with a macro-averaged F1 score of 66.4%. Although there is room for improvement in temporary pause detection, this study demonstrates the potential for measuring respiratory movements during swallowing using millimeter wave radar and a machine learning method.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11207369PMC
http://dx.doi.org/10.3390/s24123748DOI Listing

Publication Analysis

Top Keywords

respiratory pauses
12
millimeter wave
12
wave radar
12
pauses swallowing
8
measuring respiratory
8
respiratory movements
8
movements swallowing
8
swallowing millimeter
8
temporary respiratory
8
pauses caused
8

Similar Publications

Background: It has been reported that the emergence of coronavirus disease 2019 (COVID-19) has changed the epidemiological characteristics of many pathogens, but the epidemiological characteristics of (MP) infection in hospitalized children with community-acquired pneumonia (CAP) are not clear. The aim of this study was to answer this question.

Methods: Children with CAP in three tertiary hospitals (hospitals A, B and C) from 2018 to 2023 were selected.

View Article and Find Full Text PDF

Importance: Preterm infants are recommended to receive most vaccinations at the same postnatal age as term infants. Studies have inconsistently observed an increased risk for postvaccination apnea in preterm infants.

Objective: To compare the proportions of hospitalized preterm infants with apnea and other adverse events in the 48 hours after 2-month vaccinations vs after no vaccinations.

View Article and Find Full Text PDF

Unlabelled: Congenital myotonic dystrophy type 1 (DM1) is a rare entity that can pose a diagnostic challenge, especially if other processes such as prematurity coexist.

Objective: to describe the typical presentation of congenital DM1 and thus increase diagnostic suspicion.

Clinical Case: A 29-week preterm female newborn who required non-invasive mechanical ventilation until 41 weeks postmenstrual age; she presented with apnea requiring manual ventilation with a self-inflating bag and cardiac massage.

View Article and Find Full Text PDF

Introduction: In clinical practice, evaluating dynamic compliance of the respiratory system (C) could provide valuable insights into respiratory mechanics. Reference values of C based on body weight have been reported, but various factors may affect them and the evidence is scanty. This study aimed to establish a reference interval for C and identify associated variables.

View Article and Find Full Text PDF

Toll-like receptor activation induces airway obstruction and hyperresponsiveness in guinea pigs.

Respir Res

November 2024

Experimental Asthma and Allergy Research Unit, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden.

Background: Microbial infections, particularly those caused by rhinovirus (RV) and respiratory syncytial virus (RSV), are major triggers for asthma exacerbations. These viruses activate toll-like receptors (TLRs), initiating an innate immune response. To better understand microbial-induced asthma exacerbations, animal models that closely mimic human lung characteristics are essential.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!