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237771

A NEURO-FUZZY FRAMEWORK FOR ASSESSMENT SOIL COMPACTION DUE TO TRAFFIC OF AGRICULTURAL IMPLEMENTS ON DfF'FERENT SOILS

Article

Last updated: 04 Jan 2025

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Abstract

In this research work Adaptive Neuro-Fuuy Inference System (ANFIS) in the
frame of Ma!lab was applied to develop a tool for soil compaction assessment that
may help planning of mechanized operations in order to increase the sustainability of
agricultural activily, The parameters of the triangular membership functions and the
zero-order Sugeno fuzzy model were computed by means of hybrid learning, The
model considers soil moisture content, clay ratio (represents soil type), wheel index
and the number of wheel passes over the field as input variables. The model has
been built based on field experimental data, The predicted index of soil compaction
was compared with measured values. The results demonstrate that neuro-fuzzy
modet deri ..•• ed by the proposed framework delivered satisfactory outcome in spite of the significant complexity of the considered problem.

DOI

10.21608/jssae.2005.237771

Authors

First Name

E.

Last Name

Elbanna

MiddleName

-

Affiliation

Agrtc. Eng. Dept., Faeulty 6f Agrlc., Mansoura Unlv.

Email

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City

-

Orcid

-

First Name

A. M.

Last Name

Aboukarima

MiddleName

-

Affiliation

Agrle. Eng. Res. Inst., Agrle. Res. Center, MinIstry of Agrle. and Land Reclamation

Email

-

City

-

Orcid

-

First Name

R. I. A.

Last Name

Mourad

MiddleName

-

Affiliation

Agrie. Eng. Dept., Faculty of Agrlc., Fayoum Univ.

Email

-

City

-

Orcid

-

Volume

30

Article Issue

9

Related Issue

34263

Issue Date

2005-09-01

Receive Date

2005-09-17

Publish Date

2005-09-01

Page Start

5,365

Page End

5,379

Print ISSN

2090-3685

Online ISSN

2090-3766

Link

https://jssae.journals.ekb.eg/article_237771.html

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https://jssae.journals.ekb.eg/service?article_code=237771

Order

2

Type

Original Article

Type Code

889

Publication Type

Journal

Publication Title

Journal of Soil Sciences and Agricultural Engineering

Publication Link

https://jssae.journals.ekb.eg/

MainTitle

A NEURO-FUZZY FRAMEWORK FOR ASSESSMENT SOIL COMPACTION DUE TO TRAFFIC OF AGRICULTURAL IMPLEMENTS ON DfF'FERENT SOILS

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Article

Created At

22 Jan 2023