AIMC Topic: Respiratory Rate

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Energy-Efficient PPG-Based Respiratory Rate Estimation Using Spiking Neural Networks.

Sensors (Basel, Switzerland) Jun 19, 2024
Respiratory rate (RR) is a vital indicator for assessing the bodily functions and health status of patients. RR is a prominent parameter in the field of biomedical signal processing and is strongly associated with other vital signs such as blood pres...
Humans Neural Networks, Computer Signal Processing, Computer-Assisted Heart Rate Respiratory Rate Algorithms Deep Learning Photoplethysmography
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Deep Survival Analysis With Latent Clustering and Contrastive Learning.

IEEE journal of biomedical and health informatics May 6, 2024
Survival analysis is employed to analyze the time before the event of interest occurs, which is broadly applied in many fields. The existence of censored data with incomplete supervision information about survival outcomes is one key challenge in sur...
Humans Female Comorbidity Deep Learning Latent Class Analysis Temperature Male Neoplasms Creatine Leukocyte Count Respiratory Rate Age Factors Blood Pressure Dementia Heart Rate Sodium Diabetes Mellitus Survival Analysis Datasets as Topic Body Temperature Racial Groups
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Improving respiratory signal prediction with a deep neural network and simple changes to the input and output data format.

Physics in medicine and biology Apr 8, 2024
To improve respiratory gating accuracy and radiation treatment throughput, we developed a generalized model based on a deep neural network (DNN) for predicting any given patient's respiratory motion.Our model uses long short-term memory (LSTM) based ...
Respiratory Rate Retrospective Studies Neoplasms Humans Neural Networks, Computer Algorithms
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Contactless Respiration Monitoring Using Wi-Fi and Artificial Neural Network Detection Method.

IEEE journal of biomedical and health informatics Mar 6, 2024
Detecting respiration in a non-intrusive manner is beneficial not only for convenience but also for cases where the traditional ways cannot be applied. This paper presents a novel simple low-cost system where ambient Wi-Fi signals are acquired by a t...
Respiration Respiratory Rate Humans Neural Networks, Computer Monitoring, Physiologic
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An Accelerometer-Based Wearable Patch for Robust Respiratory Rate and Wheeze Detection Using Deep Learning.

Biosensors Feb 22, 2024
Wheezing is a critical indicator of various respiratory conditions, including asthma and chronic obstructive pulmonary disease (COPD). Current diagnosis relies on subjective lung auscultation by physicians. Enabling this capability via a low-profile,...
Respiratory Rate Respiratory Sounds Humans Deep Learning Wearable Electronic Devices Accelerometry
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Classification of Breathing Signals According to Human Motions by Combining 1D Convolutional Neural Network and Embroidered Textile Sensor.

Sensors (Basel, Switzerland) Jun 20, 2023
Research on healthcare and body monitoring has increased in recent years, with respiratory data being one of the most important factors. Respiratory measurements can help prevent diseases and recognize movements. Therefore, in this study, we measured...
Humans Neural Networks, Computer Motion Respiration Respiratory Rate Textiles
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Detection of Multiple Respiration Patterns Based on 1D SNN from Continuous Human Breathing Signals and the Range Classification Method for Each Respiration Pattern.

Sensors (Basel, Switzerland) Jun 1, 2023
Human respiratory information is being used as an important source of biometric information that can enable the analysis of health status in the healthcare domain. The analysis of the frequency or duration of a specific respiration pattern and the cl...
Respiratory Rate Recognition, Psychology Neural Networks, Computer Humans Algorithms Respiration
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Direct machine learning reconstruction of respiratory variation waveforms from resting state fMRI data in a pediatric population.

NeuroImage Jan 26, 2023
In many functional magnetic resonance imaging (fMRI) studies, respiratory signals are unavailable or do not have acceptable quality due to issues with subject compliance, equipment failure or signal error. In large databases, such as the Human Connec...
Humans Machine Learning Deep Learning Adolescent Brain Mapping Brain Child Child, Preschool Connectome Young Adult Magnetic Resonance Imaging Respiratory Rate Adult
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Investigating Cardiorespiratory Interaction Using Ballistocardiography and Seismocardiography-A Narrative Review.

Sensors (Basel, Switzerland) Dec 6, 2022
Ballistocardiography (BCG) and seismocardiography (SCG) are non-invasive techniques used to record the micromovements induced by cardiovascular activity at the body's center of mass and on the chest, respectively. Since their inception, their potenti...
Ballistocardiography Humans Heart Rate Respiratory Rate Artificial Intelligence Electrocardiography Signal Processing, Computer-Assisted
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Predicting respiratory motion using a novel patient specific dual deep recurrent neural networks.

Biomedical physics & engineering express Sep 29, 2022
Real-time tracking of a target volume is a promising solution for reducing the planning margins and both dosimetric and geometric uncertainties in the treatment of thoracic and upper-abdomen cancers. Respiratory motion prediction is an integral part ...
Respiratory Rate Humans Algorithms Neural Networks, Computer Forecasting Motion
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