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Benchmarking RCGAu on the Noiseless BBOB Testbed
RCGAu is a hybrid real-coded genetic algorithm with “uniform random direction” search mechanism. The uniform random direction search mechanism enhances the local search capability of RCGA. In this paper, RCGAu was tested on the BBOB-2013 noiseless testbed using restarts till a maximum number of func...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4393926/ https://www.ncbi.nlm.nih.gov/pubmed/25893213 http://dx.doi.org/10.1155/2015/734957 |
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author | Sawyerr, Babatunde A. Adewumi, Aderemi O. Ali, M. Montaz |
author_facet | Sawyerr, Babatunde A. Adewumi, Aderemi O. Ali, M. Montaz |
author_sort | Sawyerr, Babatunde A. |
collection | PubMed |
description | RCGAu is a hybrid real-coded genetic algorithm with “uniform random direction” search mechanism. The uniform random direction search mechanism enhances the local search capability of RCGA. In this paper, RCGAu was tested on the BBOB-2013 noiseless testbed using restarts till a maximum number of function evaluations (#FEs) of 10(5) × D are reached, where D is the dimension of the function search space. RCGAu was able to solve several test functions in the low search dimensions of 2 and 3 to the desired accuracy of 10(8). Although RCGAu found it difficult in getting a solution with the desired accuracy 10(8) for high conditioning and multimodal functions within the specified maximum #FEs, it was able to solve most of the test functions with dimensions up to 40 with lower precisions. |
format | Online Article Text |
id | pubmed-4393926 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-43939262015-04-19 Benchmarking RCGAu on the Noiseless BBOB Testbed Sawyerr, Babatunde A. Adewumi, Aderemi O. Ali, M. Montaz ScientificWorldJournal Research Article RCGAu is a hybrid real-coded genetic algorithm with “uniform random direction” search mechanism. The uniform random direction search mechanism enhances the local search capability of RCGA. In this paper, RCGAu was tested on the BBOB-2013 noiseless testbed using restarts till a maximum number of function evaluations (#FEs) of 10(5) × D are reached, where D is the dimension of the function search space. RCGAu was able to solve several test functions in the low search dimensions of 2 and 3 to the desired accuracy of 10(8). Although RCGAu found it difficult in getting a solution with the desired accuracy 10(8) for high conditioning and multimodal functions within the specified maximum #FEs, it was able to solve most of the test functions with dimensions up to 40 with lower precisions. Hindawi Publishing Corporation 2015 2015-03-29 /pmc/articles/PMC4393926/ /pubmed/25893213 http://dx.doi.org/10.1155/2015/734957 Text en Copyright © 2015 Babatunde A. Sawyerr et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Sawyerr, Babatunde A. Adewumi, Aderemi O. Ali, M. Montaz Benchmarking RCGAu on the Noiseless BBOB Testbed |
title | Benchmarking RCGAu on the Noiseless BBOB Testbed |
title_full | Benchmarking RCGAu on the Noiseless BBOB Testbed |
title_fullStr | Benchmarking RCGAu on the Noiseless BBOB Testbed |
title_full_unstemmed | Benchmarking RCGAu on the Noiseless BBOB Testbed |
title_short | Benchmarking RCGAu on the Noiseless BBOB Testbed |
title_sort | benchmarking rcgau on the noiseless bbob testbed |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4393926/ https://www.ncbi.nlm.nih.gov/pubmed/25893213 http://dx.doi.org/10.1155/2015/734957 |
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