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Smart Mat for Respiratory Activity Detection: Study in a Clinical Setting [chapter]

Samuel Otis, Bessam Abdulrazak, Sofia Ben Jebara, Francois Tournoux, Neila Mezghani
2019 Lecture Notes in Computer Science  
We discuss in this paper a study of a smart and unobtrusive mattress in a clinical setting on a population with cardiorespiratory problems.  ...  Thus, new industrial and research activity on smart mattresses is targeting respiratory rate in an Internet-of-Things (IoT) context.  ...  This research was supported in part by the Canada Research Chair on Biomedical Data Mining (950-231214).  ... 
doi:10.1007/978-3-030-32785-9_6 fatcat:wxqyomfc6nd4vlbpxf7d4pcmzu

Non-EEG seizure detection systems and potential SUDEP prevention: State of the art

Anouk Van de Vel, Kris Cuppens, Bert Bonroy, Milica Milosevic, Katrien Jansen, Sabine Van Huffel, Bart Vanrumste, Patrick Cras, Lieven Lagae, Berten Ceulemans
2016 Seizure  
Three years later, many more studies and devices have emerged. Moreover, the boom of smart phones and tablets created a new market for seizure detection applications.  ...  Keywords: Epilepsy SUDEP Sudden unexpected death Non-EEG based seizure detection Alarm system A B S T R A C T Purpose: Detection of, and alarming for epileptic seizures is increasingly demanded and researched  ...  In other words our work has not been influenced by the company.  ... 
doi:10.1016/j.seizure.2016.07.012 pmid:27567266 fatcat:plvkm4ikonfkpeiwzgxpduonc4

A Survey on Recent Advances in Machine Learning Based Sleep Apnea Detection Systems

Anita Ramachandran, Anupama Karuppiah
2021 Healthcare  
We present the relevance of machine learning in sleep apnea detection, and a study of the recent advances in the aforementioned area.  ...  In this paper, we examine how sleep apnea is detected clinically, and how a combination of advances in embedded systems and machine learning can help make its diagnosis easier, more affordable, and accessible  ...  Most studies on sleep apnea detection rely on supervised learning. The common set of parameters that is used to detect sleep apnea was explained in a previous section.  ... 
doi:10.3390/healthcare9070914 fatcat:qbzu6x7fxzfwrhyx5ym223qdnu

A highly Reliable and Fully Automated Classification System for Sleep Apnea Detection

Laiali Almazaydeh
2016 International Journal of Intelligent Systems and Applications in Engineering  
Sleep apnea (SA) in the form of Obstructive sleep apnea (OSA) is becoming the most common respiratory disorder during sleep, which is characterized by cessations of airflow to the lungs.  ...  In this regard, a portable monitoring system is developed to facilitate the self-administered sleep tests in familiar surroundings environment closer to the patients' normal sleep habits.  ...  In this system, the sleep data will be sent wirelessly via Bluetooth to a nearby smart-phone for processing and storage.  ... 
doi:10.18201/ijisae.47487 fatcat:ppaxr6jw45bhbcgck4vf5hvixi

Non-EEG seizure-detection systems and potential SUDEP prevention: State of the art

Anouk Van de Vel, Kris Cuppens, Bert Bonroy, Milica Milosevic, Katrien Jansen, Sabine Van Huffel, Bart Vanrumste, Lieven Lagae, Berten Ceulemans
2013 Seizure  
EEG analysis is also labour-intensive and has yet to be automated and adapted for real-time monitoring. It is therefore usually performed in a hospital setting, for a few days at the most.  ...  A B S T R A C T Purpose: There is a need for a seizure-detection system that can be used long-term and in home situations for early intervention and prevention of seizure related side effects including  ...  Modulation in EDA thus reflects purely sympathetic activity and could be used for GTCS detection.  ... 
doi:10.1016/j.seizure.2013.02.012 pmid:23506646 fatcat:xaokj4zwprfhjefp7odnx3ivzi

Machine Learning-Based Automatic Detection of Central Sleep Apnea Events From a Pressure Sensitive Mat

Hilda Azimi, Pengcheng Xi, Martin Bouchard, Rafik Goubran, Frank Knoefel
2020 IEEE Access  
Pressure-sensitive mats (PSM) have proven to be able to detect central sleep apneas (CSA) and be a potential alternative for PSG.  ...  In the current study, we combine advanced machine learning approaches with a practical unobtrusive home monitoring device (PSM) to detect CSA events from data collected nocturnally and unattended.  ...  Sareh Soleimani Gilakjani for sharing code to perform formatting and preprocessing of data from patients.  ... 
doi:10.1109/access.2020.3025808 fatcat:cdnltfygv5exvopfuoypkjqili

Mental Stress Detection using Data from Wearable and Non-wearable Sensors: A Review [article]

Aamir Arsalan, Syed Muhammad Anwar, Muhammad Majid
2022 arXiv   pre-print
This review will prove to be a reference document that would provide guidelines for future research enabling effective detection of human stress conditions.  ...  This paper presents a comprehensive review of methods covering significant subjective and objective human stress detection techniques available in the literature.  ...  A study for human stress detection using eye blink rate and brain activity of the subject was proposed in (Haak et al., 2009) .  ... 
arXiv:2202.03033v1 fatcat:ejzj3wn7drcdnidtbghfiv4x4a

Deep Neural Networks for COVID-19 Detection and Diagnosis using Images and Acoustic-based Techniques: A Recent Review [article]

Walid Hariri, Ali Narin
2021 arXiv   pre-print
In this study, the approaches used in the detection of COVID-19 based on deep learning (DL) algorithms, which have been popular in recent years, have been comprehensively discussed.  ...  For this reason, it has become an area of interest to develop early diagnosis and detection methods to ensure a rapid treatment process and prevent the virus from spreading.  ...  In this study, it is aimed to present a detailed review on studies using DL approaches using various images in the literature to detect COVID- 19 .  ... 
arXiv:2012.07655v4 fatcat:ivmhcw4kmfbgzouxaffdh3oa6i

Applications of evolving technologies in sleep medicine

Johan Verbraecken
2013 Breathe  
The pilot study in 169 patients demonstrated the ability of the PIR technology to detect respiratory movements in adults [65] .  ...  In particular, textile sensors can now be embedded in smart garments for collecting a variety of biological signals (ECG, bioimpedance, skin resistance, respiratory frequency, etc.).  ... 
doi:10.1183/20734735.012213 fatcat:2tzwx6xyxbcq5ce5mzi5jj6ypy

In Vivo Endomicroscopy of Lung Injury and Repair in ARDS: Potential Added Value to Current Imaging

Olivier Lesur, Frédéric Chagnon, Réjean Lebel, Martin Lepage
2019 Journal of Clinical Medicine  
Results: Developments in lung pCLE using fluorescent affinity- or activity-based probes at both preclinical and clinical (first-in-man) stages are ongoing—the results are promising, revealing correlations  ...  Standard clinical imaging of the acute respiratory distress syndrome (ARDS) lung lacks resolution and offers limited possibilities in the exploration of the structure–function relationship, and therefore  ...  (or lack thereof) of ARDS in a clinical setting.  ... 
doi:10.3390/jcm8081197 pmid:31405200 pmcid:PMC6723156 fatcat:saavlylwzvatrhneyvwjz4sxsa

A Compressed Sensing Based Method for Reducing the Sampling Time of A High Resolution Pressure Sensor Array System

Chenglu Sun, Wei Li, Wei Chen
2017 Sensors  
For extracting the pressure distribution image and respiratory waveform unobtrusively and comfortably, we proposed a smart mat which utilized a flexible pressure sensor array, printed electrodes and novel  ...  The experimental results demonstrated that the novel method can fit the high resolution smart mat system and be a viable option for reducing the sampling time of the pressure sensor array.  ...  their collaboration in the fabrication of the printing electrodes.  ... 
doi:10.3390/s17081848 pmid:28796188 pmcid:PMC5579514 fatcat:rkekflaplbbfvcls4355gksirq

Technologies for an aging society: a systematic review of "smart home" applications

G Demiris, B K Hensel
2008 IMIA Yearbook of Medical Informatics  
Evidence for their impact on clinical outcomes is lacking. The field of smart homes is a growing informatics domain.  ...  The aim of this study was to provide a comprehensive review of health related smart home projects and discuss human factors and other challenges.  ...  ., cooking gas detection with automatic shut-off, flood detector). -Activity monitoring (e.g., fall detection, pressure mats, bed occupancy sensor). -Date/time orientation device.  ... 
pmid:18660873 fatcat:byctgb6le5hdlolqfbdr6c4i64

Technologies for an Aging Society: A Systematic Review of "Smart Home" Applications

B. K. Hensel, G. Demiris
2008 IMIA Yearbook of Medical Informatics  
Evidence for their impact on clinical outcomes is lacking. Conclusions The field of smart homes is a growing informatics domain.  ...  The aim of this study was to provide a comprehensive review of health related smart home projects and discuss human factors and other challenges.  ...  ., cooking gas detection with automatic shut-off, flood detector). -Activity monitoring (e.g., fall detection, pressure mats, bed occupancy sensor). -Date/time orientation device.  ... 
doi:10.1055/s-0038-1638580 fatcat:sk26dt3faffzjknn56352r5564

Fiber-Optic Cardiorespiratory Monitoring and Triggering in Magnetic Resonance Imaging

Martina Ladrova, Jan Nedoma, Radek Martinek, Khosrow Behbehani, Radana Kahankova
2022 IEEE Transactions on Instrumentation and Measurement  
During the past decades, fiber-optic technology has become a very popular tool for vital signs monitoring.  ...  Several aspects of the presented issue are highlighted and discussed, such as suitability of the fiber-optic approach for MR triggering, precision of vital sign detection, development of sensor designs  ...  [84] described wearable smart textile in the form of T-shirt for monitoring both heart and respiratory activities.  ... 
doi:10.1109/tim.2022.3177203 fatcat:ydlbqz75bzazdf43kw3vguyspu

A Smart Cushion for Real-Time Heart Rate Monitoring [article]

Chacko John Deepu, Zhihao Chen, Ju Teng Teo, Soon Huat Ng, Xiefeng Yang, Yong Lian
2014 arXiv   pre-print
This paper presents a smart cushion for real time heart rate monitoring.  ...  Tests conducted on human subjects show the detected heart rate closely matches the one from a commercial SpO2 device.  ...  In this paper, we propose a smart cushion for heart rate monitoring.  ... 
arXiv:1409.8021v1 fatcat:fm5z3y6wxfdldmlab5hfxk2bra
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