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282088

A Smart-home Electronic-Nose for Detecting Hazardous Gases

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Last updated: 24 Dec 2024

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Abstract

The idea of networking household appliances and technologies has been promoted for over a decade using smart home technology. The Smart Homes Association defines "the combination of technology and services" for a higher living level as "smart home technology" through home networking. Computer tools come in a variety. Systems can also be included in smart home systems. In this essay, we present. Systems for Smart Homes that can use or include several technologies. Automatic detection of dangerous substances, early fires, smoke, and gas leaks is provided by this ground-breaking device. E-nose can recognize seven different odors with the help of various gas sensors and several machine learning techniques. Finally, if a hazardous gas spread occurs, the system sends out an alarm message that is particular to the gas or occurrence. Support Vector Machine (SVM), Logistic Regression, and Decision Tree all received an F1-score of 98% from us. Random Forest and K-Nearest Neighbors both received perfect scores

DOI

10.21608/jocc.2023.282088

Keywords

An electronic nose, Smart Home, Machine Learning, SVM, Decision Tree, Random Forest, Logistic regression, Gas sensors

Authors

First Name

khaled

Last Name

Moustafa

MiddleName

Hussein

Affiliation

Misr International University

Email

khaled.hussein@miuegypt.edu.eg

City

-

Orcid

-

First Name

Haytham

Last Name

Metawie

MiddleName

-

Affiliation

Misr International university

Email

haytham.metawie@miuegpt.edu.eg

City

-

Orcid

-

First Name

Ahmed

Last Name

Hany

MiddleName

-

Affiliation

Misr International University

Email

ahmed1806726@miuegpt.edu.eg

City

-

Orcid

-

First Name

Ahmed

Last Name

Ehab

MiddleName

-

Affiliation

Misr International University

Email

ahmed1804354@miuegpt.edu.eg

City

-

Orcid

-

First Name

omar

Last Name

Sherif

MiddleName

-

Affiliation

Misr International University

Email

omar1802093@miuegpt.edu.eg

City

-

Orcid

-

First Name

omar

Last Name

saed

MiddleName

-

Affiliation

Misr Inernational Universty

Email

omar1707863@miuegpt.edu.eg

City

-

Orcid

-

Volume

2

Article Issue

1

Related Issue

39171

Issue Date

2023-01-01

Receive Date

2022-06-27

Publish Date

2023-01-25

Page Start

29

Page End

39

Online ISSN

2636-3577

Article File

JOCC_Volume 2_Issue 1_Pages 29-39.pdf

PDF . 1.0MB

Link

https://jocc.journals.ekb.eg/article_282088.html

Detail API

https://jocc.journals.ekb.eg/service?article_code=282088

Order

4

Type

Original Article

Type Code

731

Publication Type

Journal

Publication Title

Journal of Computing and Communication

Publication Link

https://jocc.journals.ekb.eg/

MainTitle

A Smart-home Electronic-Nose for Detecting Hazardous Gases

Details

Type

Article

Created At

24 Dec 2024