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298150

Design of Smart Wearable System for Sleep Tracking Using SVM and Multi-Sensor Approach

Article

Last updated: 04 Jan 2025

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Subjects

-

Tags

Electrical Engineering, Computer Engineering and Electrical power and machines engineering.

Abstract

Healthcare has been considered one of the main issues to be spotted and improved in a high manner. Thus, many technology trends are customized to be used in the development of the field of healthcare. One of the fields that highly affects health is sleeping, therefore, the importance of developing a portable and cost-affordable sleep-tracking system has arisen. Getting enough good-quality sleep is essential for living a healthy life. This could be done by monitoring vital signals that affect sleep quality such as heart rate, blood oxygen saturation, and positioning. Furthermore, these parameters could be used to detect sleep stages. Detecting sleep stages provides the ability to specify sleep quality and how to get better sleep hygiene. In this paper, a sleep quality monitoring system using commercial off-the-shelf sensors has been developed. The main aims are to make the system cheap, besides being portable, lightweight, and easy to use with better sleep quality and sleep stages accuracies compared to recently published systems. Based on the personalized data collected, the system could identify the sleep onset latency, the wake after sleep onset, the total sleep time, and the pattern based on the step before. Then, users would know about their quality of sleep and sleeping habits, which will be directly reflected in their health and well-being. The obtained results indicate that sleep quality accuracy is 97.5% and sleep stages accuracy is 67.5% which are better than similar systems used with commercial off-the-shelf sensors.

DOI

10.21608/jesaun.2023.205964.1220

Keywords

Internet of Things, Wearable electronics, Sleep tracking

Authors

First Name

Mohammed

Last Name

Abo-Zahhad

MiddleName

M.

Affiliation

Electrical Engineering, Faculty of Engineering, Sohag University, Sohag, Egypt

Email

mohamed.abozhad@eng.sohag.edu.eg

City

Sohag

Orcid

0009-0002-4975-5095

First Name

Moaaz

Last Name

Elsayed

MiddleName

-

Affiliation

Department of Electronics and Communications Engineering, Egypt-Japan University of Science and Technology, New Borg El-Arab City, Alexandria, Egypt.

Email

moaaz.elsayed@ejust.edu.eg

City

-

Orcid

-

First Name

Mohammed

Last Name

Sayed

MiddleName

-

Affiliation

Department of Electronics and Communications Engineering, Egypt-Japan University of Science and Technology, New Borg El-Arab City, Alexandria, Egypt.

Email

mohammed.sayed@ejust.edu.eg

City

-

Orcid

-

First Name

Ahmed

Last Name

Abdel Malek

MiddleName

-

Affiliation

Department of Electronics and Communications Engineering, Egypt-Japan University of Science and Technology, New Borg El-Arab City, Alexandria, Egypt

Email

ahmed.abdelmalek@ejust.edu.eg

City

-

Orcid

-

First Name

AbdelRahman

Last Name

Fawaz

MiddleName

-

Affiliation

Department of Electronics and Communications Engineering, Egypt-Japan University of Science and Technology, New Borg El-Arab City, Alexandria, Egypt.

Email

abdelrhman.fawaz@ejust.edu.eg

City

-

Orcid

-

First Name

Ahmed

Last Name

Sharshar

MiddleName

-

Affiliation

Department of Electronics and Communications Engineering, Egypt-Japan University of Science and Technology, New Borg El-Arab City, Alexandria, Egypt.

Email

ahmed.sharshar@mbzuai.ac.ae

City

-

Orcid

-

First Name

Mohamed

Last Name

Abo Zahhad

MiddleName

-

Affiliation

Department of Electronics and Communications Engineering, Egypt-Japan University of Science and Technology, New Borg El-Arab City, Alexandria, Egypt.

Email

mohammed.zahhad@ejust.edu.eg

City

-

Orcid

-

Volume

51

Article Issue

4

Related Issue

37943

Issue Date

2023-07-01

Receive Date

2023-04-14

Publish Date

2023-07-01

Page Start

1

Page End

15

Print ISSN

1687-0530

Online ISSN

2356-8550

Article File

JESAUN_Volume 51_Issue 4_Pages 1-15.pdf

PDF . 602.4kB

Link

https://jesaun.journals.ekb.eg/article_298150.html

Detail API

https://jesaun.journals.ekb.eg/service?article_code=298150

Order

4

Type

Research Paper

Type Code

1,438

Publication Type

Journal

Publication Title

JES. Journal of Engineering Sciences

Publication Link

https://jesaun.journals.ekb.eg/

MainTitle

Design of Smart Wearable System for Sleep Tracking Using SVM and Multi-Sensor Approach

Details

Type

Article

Created At

26 Dec 2024