Driver's Behavior Modeling Using Fuzzy Logic

Joint Authors

Khanmohammadi, Sohrab
Tinati, Mohammadali
Ghaemi, Sehraneh

Source

Mathematical Problems in Engineering

Issue

Vol. 2010, Issue 2010 (31 Dec. 2010), pp.1-29, 29 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2010-09-23

Country of Publication

Egypt

No. of Pages

29

Main Subjects

Civil Engineering

Abstract EN

In this study, we propose a hierarchical fuzzy system for human in a driver-vehicle-environment system to model takeover by different drivers.

The driver's behavior is affected by the environment.

The climate, road and car conditions are included in fuzzy modeling.

For obtaining fuzzy rules, experts' opinions are benefited by means of questionnaires on effects of parameters such as climate, road and car conditions on driving capabilities.

Also the precision, age and driving individuality are used to model the driver's behavior.

Three different positions are considered for driving and decision making.

A fuzzy model called Model I is presented for modeling the change of steering angle and speed control by considering time distances with existing cars in these three positions, the information about the speed and direction of car, and the steering angle of car.

Also we obtained two other models based on fuzzy rules called Model II and Model III by using Sugeno fuzzy inference.

Model II and Model III have less linguistic terms than Model I for the steering angle and direction of car.

The results of three models are compared for a driver who drives based on driving laws.

American Psychological Association (APA)

Ghaemi, Sehraneh& Khanmohammadi, Sohrab& Tinati, Mohammadali. 2010. Driver's Behavior Modeling Using Fuzzy Logic. Mathematical Problems in Engineering،Vol. 2010, no. 2010, pp.1-29.
https://search.emarefa.net/detail/BIM-451692

Modern Language Association (MLA)

Ghaemi, Sehraneh…[et al.]. Driver's Behavior Modeling Using Fuzzy Logic. Mathematical Problems in Engineering No. 2010 (2010), pp.1-29.
https://search.emarefa.net/detail/BIM-451692

American Medical Association (AMA)

Ghaemi, Sehraneh& Khanmohammadi, Sohrab& Tinati, Mohammadali. Driver's Behavior Modeling Using Fuzzy Logic. Mathematical Problems in Engineering. 2010. Vol. 2010, no. 2010, pp.1-29.
https://search.emarefa.net/detail/BIM-451692

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-451692