Dataset of raw and pre-processed speech signals, Mel Frequency Cepstral Coefficients of Speech and Heart Rate measurements

02/25/2020
by   Mohammed Usman, et al.
0

Heart rate is an important vital sign used in the diagnosis of many medical conditions. Conventionally, heart rate is measured using a medical device such as pulse oxymeter. Physiological parameters such as heart rate bear a correlation to speech characteristics of an individual. Hence, there is a possibility to measure heart rate from speech signals using machine learning and deep learning, which would also allow non-invasive, non contact based and remote monitoring of patients. However, to design such a scheme and verify its accuracy, it is necessary to collect speech recordings along with heart rates measured using a medical device, simultaneously during the recording. This article provides a dataset as well as the procedure used to create the dataset which could be used to facilitate research in developing techniques to estimate heart rate accurately by observing speech signal.

READ FULL TEXT
research
08/12/2016

Speech Signal Analysis for the Estimation of Heart Rates Under Different Emotional States

A non-invasive method for the monitoring of heart activity can help to r...
research
03/21/2019

PPGnet: Deep Network for Device Independent Heart Rate Estimation from Photoplethysmogram

Photoplethysmogram (PPG) is increasingly used to provide monitoring of t...
research
10/28/2021

V2iFi: in-Vehicle Vital Sign Monitoring via Compact RF Sensing

Given the significant amount of time people spend in vehicles, health is...
research
10/10/2021

Fetal Gender Identification using Machine and Deep Learning Algorithms on Phonocardiogram Signals

Phonocardiogram (PCG) signal analysis is a critical, widely-studied tech...
research
05/24/2023

Promoting Generalization in Cross-Dataset Remote Photoplethysmography

Remote Photoplethysmography (rPPG), or the remote monitoring of a subjec...
research
04/21/2023

IoT-Based Solution for Paraplegic Sufferer to Send Signals to Physician via Internet

We come across hospitals and non-profit organizations that care for peop...
research
10/20/2022

Deep Learning for Diagonal Earlobe Crease Detection

An article published on Medical News Today in June 2022 presented a fund...

Please sign up or login with your details

Forgot password? Click here to reset