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116084

TRAFFIC ACCIDENTS PREDICTION MODEL USING FUZZY LOGIC: ASWAN DESERT ROAD CASE STUDY

Article

Last updated: 04 Jan 2025

Subjects

-

Tags

Civil Engineering: structural, Geotechnical, reinforced concrete and s…nd sanitary engineering, Hydraulic, Railway, construction Management.

Abstract

Transportation system plays an important role in human life and is one of the main indicators of the standard of living. Traffic accidents represent a major problem threatening people's lives, health, and property. Also, these accidents on roads can threat the management of transportation system. Being unsafe, this system will be unable to work properly. Therefore, traffic accidents prediction models may help for understanding accident causes and the number of their occurrence under certain circumstances.
This study aims at developing a prediction model for Aswan western desert road by using fuzzy logic which is known for its benefits in dealing with uncertainty problems. This is to be carried out by the use of actual accident data obtained from the Egyptian General Authority for Roads, Bridges, and Land Transport (GARBLT) with survey data for pavement conditions, traffic flow presented as average hourly traffic per lane (AHTL), speed, minor access, traffic signs conditions and road width which are the inputs of the model.
Several types of model were developed using the Poisson regression model, negative binomial regression model and negative multinomial model based on generalized linear regression technique. On the contrary, the relationship between an accident and the influencing factors is nonlinear and complicated and the using of fuzzy is preferable because fuzzy logic system is good for dealing with nonlinear input and output relationship. The overall results of the study reveal that the predicted results using the proposed fuzzy logic system produce accurate and stable traffic accident predictions.

DOI

10.21608/jesaun.2017.116084

Keywords

Accidents, prediction model, Fuzzy Logic

Authors

First Name

Mohammed

Last Name

Gaber

MiddleName

-

Affiliation

Department of Civil Engineering, Faculty of Engineering, Aswan University

Email

-

City

-

Orcid

-

First Name

Amr

Last Name

Mohamed Wahaballa

MiddleName

-

Affiliation

Department of Civil Engineering, Faculty of Engineering, Aswan University

Email

-

City

-

Orcid

-

First Name

Ayman

Last Name

Mahmoud Othman

MiddleName

-

Affiliation

Department of Civil Engineering, Faculty of Engineering, Aswan University

Email

-

City

-

Orcid

-

First Name

Aboelkasim

Last Name

Diab

MiddleName

-

Affiliation

Department of Civil Engineering, Faculty of Engineering, Aswan University

Email

adiab@aswu.edu.eg

City

-

Orcid

0000-0003-2843-0099

Volume

45

Article Issue

No 1

Related Issue

16631

Issue Date

2017-01-01

Receive Date

2016-11-13

Publish Date

2017-01-01

Page Start

28

Page End

44

Print ISSN

1687-0530

Online ISSN

2356-8550

Link

https://jesaun.journals.ekb.eg/article_116084.html

Detail API

https://jesaun.journals.ekb.eg/service?article_code=116084

Order

3

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

TRAFFIC ACCIDENTS PREDICTION MODEL USING FUZZY LOGIC: ASWAN DESERT ROAD CASE STUDY

Details

Type

Article

Created At

23 Jan 2023