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363306

Transforming Agriculture with Machine Learning: Exploring Advanced Classification Methods

Article

Last updated: 05 Jan 2025

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Agricultural engineering

Abstract

Agriculture has been one of the essential aspects of people's lives since the beginning. Although it has remained basically the same, it has had to adapt to new demands. More humans are coming into this world, and environmental issues are getting worse. Such a situation makes the agriculture industry the most burdened with the responsibility of not exhausting resources and also increasing production levels. In light of advancements in technology and data processing, precision agriculture has become one way of coping with the issues of rising inputs. Machine learning and algorithmic methods can help farmers make the right decisions, use and optimize their resources, and reduce the risks associated with traditional farming. This paper sheds light on how a local farm and machine learning collaborate through the design of a classification method involving soil, weed, food, and animal management. Case papers and studies are among the other tools that show that classification in agriculture has several different areas of use. It also explores the possibility of the classification affecting the dynamics of agricultural functions to realize the utmost future security.

DOI

10.21608/jassd.2024.283051.1017

Keywords

precision agriculture, Machine Learning, classification, Crop management

Authors

First Name

Abdulrahman

Last Name

Abdullah Farag

MiddleName

-

Affiliation

Department of Communications and Electronics, Delta Higher Institute of Engineering and Technology (DHIET), Mansoura 35111, Egypt

Email

ch2100197@dhiet.edu.eg

City

-

Orcid

-

First Name

Faris

Last Name

H.Rizk

MiddleName

-

Affiliation

Computer Science and Intelligent Systems Research Center, Blacksburg 24060, Virginia, USA

Email

farisrizk@jcsis.org

City

-

Orcid

-

First Name

Marwa

Last Name

M.Eid

MiddleName

-

Affiliation

Faculty of Artificial Intelligence, Delta University for Science and Technology, Mansoura 35111, Egypt

Email

mmm@ieee.org

City

-

Orcid

-

First Name

Abdelhameed

Last Name

Ibrahim

MiddleName

-

Affiliation

School of ICT, Faculty of Engineering, Design and Information & Communications Technology (EDICT), Bahrain Polytechnic, PO Box 33349, Isa Town, Bahrain

Email

abdelhameed.fawzy@polytechnic.bh

City

-

Orcid

-

First Name

Abdelaziz A.

Last Name

Abdelhamid

MiddleName

-

Affiliation

Department of Computer Science, Faculty of Computer and Information Sciences, Ain Shams University, 11566, Cairo, Egypt

Email

abdelaziz@cis.asu.edu.eg

City

-

Orcid

-

First Name

Doaa

Last Name

Sami Khafaga

MiddleName

-

Affiliation

Department of Computer Sciences, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia

Email

dskhafga@pnu.edu.sa

City

-

Orcid

-

First Name

Amel Ali Alhussan

Last Name

Ali Alhussan

MiddleName

-

Affiliation

Department of Computer Sciences, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia

Email

aaalhussan@pnu.edu.sa

City

-

Orcid

-

First Name

Ahmed

Last Name

A. Mashaal

MiddleName

-

Affiliation

Department of Financial and Accounting Management Programs, Applied College, Princess Nora bint Abdul Rahman University, Saudi Arabia

Email

aamashaal@pnu.edu.sa

City

-

Orcid

-

First Name

EL-Sayed

Last Name

M. EL-Kenawy

MiddleName

-

Affiliation

Department of Communications and Electronics, Delta Higher Institute of Engineering and Technology (DHIET), Mansoura 35111, Egypt

Email

skenawy@ieee.org

City

-

Orcid

-

Volume

1

Article Issue

3

Related Issue

48710

Issue Date

2024-09-01

Receive Date

2024-04-15

Publish Date

2024-09-01

Page Start

243

Page End

254

Print ISSN

3009-6375

Online ISSN

3009-6219

Article File

JASSD_Volume 1_Issue 3_Pages 243-254.pdf

PDF . 623.7kB

Link

https://jassd.journals.ekb.eg/article_363306.html

Detail API

https://jassd.journals.ekb.eg/service?article_code=363306

Order

363,306

Type

Original Article

Type Code

2,978

Publication Type

Journal

Publication Title

Journal of Agricultural Sciences and Sustainable Development

Publication Link

https://jassd.journals.ekb.eg/

MainTitle

Transforming Agriculture with Machine Learning: Exploring Advanced Classification Methods

Details

Type

Article

Created At

20 Dec 2024