Improving Performance of Evolutionary Algorithms with Application to Fuzzy Control of Truck Backer-Upper System
Joint Authors
Ahmadizadeh, Saeed
Alipouri, Yousef
Naghavi, S. Vahid
Soltani Sarvestani, Ahad
Karimi, Hamid Reza
Source
Mathematical Problems in Engineering
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-11-07
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
We propose a method to improve the performance of evolutionary algorithms (EA).
The proposed approach defines operators which can modify the performance of EA, including Levy distribution function as a strategy parameters adaptation, calculating mean point for finding proper region of breeding offspring, and shifting strategy parameters to change the sequence of these parameters.
Thereafter, a set of benchmark cost functions is utilized to compare the results of the proposed method with some other well-known algorithms.
It is shown that the speed and accuracy of EA are increased accordingly.
Finally, this method is exploited to optimize fuzzy control of truck backer-upper system.
American Psychological Association (APA)
Alipouri, Yousef& Ahmadizadeh, Saeed& Karimi, Hamid Reza& Naghavi, S. Vahid& Soltani Sarvestani, Ahad. 2013. Improving Performance of Evolutionary Algorithms with Application to Fuzzy Control of Truck Backer-Upper System. Mathematical Problems in Engineering،Vol. 2013, no. 2013, pp.1-9.
https://search.emarefa.net/detail/BIM-1032100
Modern Language Association (MLA)
Alipouri, Yousef…[et al.]. Improving Performance of Evolutionary Algorithms with Application to Fuzzy Control of Truck Backer-Upper System. Mathematical Problems in Engineering No. 2013 (2013), pp.1-9.
https://search.emarefa.net/detail/BIM-1032100
American Medical Association (AMA)
Alipouri, Yousef& Ahmadizadeh, Saeed& Karimi, Hamid Reza& Naghavi, S. Vahid& Soltani Sarvestani, Ahad. Improving Performance of Evolutionary Algorithms with Application to Fuzzy Control of Truck Backer-Upper System. Mathematical Problems in Engineering. 2013. Vol. 2013, no. 2013, pp.1-9.
https://search.emarefa.net/detail/BIM-1032100
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1032100