Elitism-crossover barnacle mating optimization and its application to PID controller design for a buck converter
This paper presents an elitism-crossover barnacle mating optimization (ECBMO). It is an improvement of barnacle mating optimization (BMO). The original BMO suffers from local optima problem leading to a low accurate solution. A new method of offspring generation is adopted into the original BMO stru...
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| Format: | Article |
| Language: | English |
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IAES
2024
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| Online Access: | http://umpir.ump.edu.my/id/eprint/40809/1/Elitism-crossover%20barnacle%20mating%20optimization%20and%20its%20application.pdf |
| _version_ | 1825815562420224000 |
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| author | Ahmad Nor Kasruddin, Nasir Mohd Redzuan, Ahmad Muhammad Almaa Anwari, Roslan |
| author_facet | Ahmad Nor Kasruddin, Nasir Mohd Redzuan, Ahmad Muhammad Almaa Anwari, Roslan |
| author_sort | Ahmad Nor Kasruddin, Nasir |
| collection | UMP |
| description | This paper presents an elitism-crossover barnacle mating optimization (ECBMO). It is an improvement of barnacle mating optimization (BMO). The original BMO suffers from local optima problem leading to a low accurate solution. A new method of offspring generation is adopted into the original BMO structure. Some features of the best-so-far solution are incorporated into the generated offspring. The accuracy performance of the proposed algorithm is tested on several IEEE functions. A statistical analysis is conducted to compare its performance over the original BMO. It is also applied to optimize proportional integral derivative (PID) parameters for controlling output voltage of a buck converter. Result of benchmark functions test shows the proposed algorithm has attained higher accuracy for all functions compared to BMO algorithm. Application on the real problem shows both algorithms control the converter voltage satisfactorily. However, the ECBMO has achieved more optimal PID parameters and leading to a better output voltage response. |
| first_indexed | 2024-04-09T03:52:23Z |
| format | Article |
| id | UMPir40809 |
| institution | Universiti Malaysia Pahang |
| language | English |
| last_indexed | 2024-04-09T03:52:23Z |
| publishDate | 2024 |
| publisher | IAES |
| record_format | dspace |
| spelling | UMPir408092024-04-01T03:14:15Z http://umpir.ump.edu.my/id/eprint/40809/ Elitism-crossover barnacle mating optimization and its application to PID controller design for a buck converter Ahmad Nor Kasruddin, Nasir Mohd Redzuan, Ahmad Muhammad Almaa Anwari, Roslan TK Electrical engineering. Electronics Nuclear engineering This paper presents an elitism-crossover barnacle mating optimization (ECBMO). It is an improvement of barnacle mating optimization (BMO). The original BMO suffers from local optima problem leading to a low accurate solution. A new method of offspring generation is adopted into the original BMO structure. Some features of the best-so-far solution are incorporated into the generated offspring. The accuracy performance of the proposed algorithm is tested on several IEEE functions. A statistical analysis is conducted to compare its performance over the original BMO. It is also applied to optimize proportional integral derivative (PID) parameters for controlling output voltage of a buck converter. Result of benchmark functions test shows the proposed algorithm has attained higher accuracy for all functions compared to BMO algorithm. Application on the real problem shows both algorithms control the converter voltage satisfactorily. However, the ECBMO has achieved more optimal PID parameters and leading to a better output voltage response. IAES 2024-04 Article PeerReviewed pdf en cc_by_sa_4 http://umpir.ump.edu.my/id/eprint/40809/1/Elitism-crossover%20barnacle%20mating%20optimization%20and%20its%20application.pdf Ahmad Nor Kasruddin, Nasir and Mohd Redzuan, Ahmad and Muhammad Almaa Anwari, Roslan (2024) Elitism-crossover barnacle mating optimization and its application to PID controller design for a buck converter. Bulletin of Electrical Engineering and Informatics, 13 (2). pp. 845-852. ISSN 2302-9285. (Published) https://doi.org/10.11591/eei.v13i2.5481 https://doi.org/10.11591/eei.v13i2.5481 |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering Ahmad Nor Kasruddin, Nasir Mohd Redzuan, Ahmad Muhammad Almaa Anwari, Roslan Elitism-crossover barnacle mating optimization and its application to PID controller design for a buck converter |
| title | Elitism-crossover barnacle mating optimization and its application to PID controller design for a buck converter |
| title_full | Elitism-crossover barnacle mating optimization and its application to PID controller design for a buck converter |
| title_fullStr | Elitism-crossover barnacle mating optimization and its application to PID controller design for a buck converter |
| title_full_unstemmed | Elitism-crossover barnacle mating optimization and its application to PID controller design for a buck converter |
| title_short | Elitism-crossover barnacle mating optimization and its application to PID controller design for a buck converter |
| title_sort | elitism crossover barnacle mating optimization and its application to pid controller design for a buck converter |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| url | http://umpir.ump.edu.my/id/eprint/40809/1/Elitism-crossover%20barnacle%20mating%20optimization%20and%20its%20application.pdf |
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