Contactless sleep apnea detection in snoring signals using hybrid deep neural networks targeted for embedded hardware platform with real-time applications

X Lin, H Cheng, Y Lu, H Luo, H Li, Y Qian… - … Signal Processing and …, 2022 - Elsevier
It is estimated that 936 million adults aged 30–69 years suffer from mild to severe obstructive
sleep apnea that can result in poor sleep quality and even endanger their lives. To facilitate …

An automated snoring sound classification method based on local dual octal pattern and iterative hybrid feature selector

T Tuncer, E Akbal, S Dogan - Biomedical Signal Processing and Control, 2021 - Elsevier
In this research, a novel snoring sound classification (SSC) method is presented by
proposing a new feature generation function to yield a high classification rate. The proposed …

[HTML][HTML] Coherent Feature Extraction with Swarm Intelligence Based Hybrid Adaboost Weighted ELM Classification for Snoring Sound Classification

SK Prabhakar, H Rajaguru, DO Won - Diagnostics, 2024 - mdpi.com
For patients suffering from obstructive sleep apnea and sleep-related breathing disorders,
snoring is quite common, and it greatly interferes with the quality of life for them and for the …

[PDF][PDF] Convolutional Recurrent Neural Networks for Speech Activity Detection in Naturalistic Audio from Apollo Missions.

P Gimeno, D Ribas, AO Giménez, A Miguel… - …, 2021 - researchgate.net
Abstract Speech Activity Detection (SAD) aims to correctly distinguish audio segments
containing human speech. Several solutions have been successfully applied to the SAD …

An enhanced system for the detection and active cancellation of snoring signals

V Bruschi, M Cantarini, L Serafini… - 2023 IEEE 33rd …, 2023 - ieeexplore.ieee.org
Snoring is a common disorder that affects people's social and marital lives. The annoyance
caused by snoring can be partially solved with active noise control systems. In this context …

Joint Detection and Active Cancellation of Snoring Signals in Real-Time

L Serafini, V Bruschi, S Nobili, E Principi… - … Symposium on the …, 2023 - ieeexplore.ieee.org
Snoring noise can be extremely annoying and troublesome, thus influencing people's social
lives. Active noise control (ANC) systems can be implemented to reduce unwanted snoring …

The Recognition of Bimodal Produced Speech based on Multi-style Training

J Galić, B Marković - 2020 Zooming Innovation in Consumer …, 2020 - ieeexplore.ieee.org
In this paper an analysis on the recognition of words from speech database Whi-Spe in
normal and whispered phonation, based on the conventional HMM/GMM framework, is …

Snoring sound detection method using attention-based convolutional bidirectional gated recurrent unit

MS Kim, GY Lee, HG Kim - The Journal of the Acoustical Society of …, 2021 - koreascience.kr
This paper proposes an automatic method for detecting snore sound, one of the important
symptoms of sleep apnea patients. In the proposed method, sound signals generated during …