https://scholars.lib.ntu.edu.tw/handle/123456789/636088
DC 欄位 | 值 | 語言 |
---|---|---|
dc.contributor.author | Liao, Hsu Chen | en_US |
dc.contributor.author | Fang, Wen Zhong | en_US |
dc.contributor.author | TIAN-LI YU | en_US |
dc.date.accessioned | 2023-10-17T03:44:59Z | - |
dc.date.available | 2023-10-17T03:44:59Z | - |
dc.date.issued | 2023-07-15 | - |
dc.identifier.isbn | 9798400701191 | - |
dc.identifier.uri | https://scholars.lib.ntu.edu.tw/handle/123456789/636088 | - |
dc.description.abstract | The multi-objective gene-pool optimal mixing evolutionary algorithm with interleaved multi-start scheme (MO-GOMEA) is a powerful, parameterless model-based genetic algorithm that excels at solving multi-objective combinatorial optimization problems. In this paper, we propose a new mixing mechanism, adaptive donor selection mixing (ADSM) and further integrate it into MO-GOMEA to form a new variant, ADSM-MO-GOMEA. The proposed ADSM mechanism adaptively switches between cluster-guided and elitist-guided mixing, with the latter having a customized donor selection for the receiver based on empirical observations and mathematical derivation. The empirical results on multiple benchmark problems indicate that ADSM-MO-GOMEA improves the effectiveness over the original MO-GOMEA and achieves a lower inverted generational diversity and higher front occupation within the given limited number of evaluations. | en_US |
dc.relation.ispartof | GECCO 2023 - Proceedings of the 2023 Genetic and Evolutionary Computation Conference | en_US |
dc.subject | donor selection | evolutionary algorithms | model building | multi-objective optimization | scalability | en_US |
dc.title | Adaptive donor selection mixing for multi-objective optimization: An enhanced variant of mo-gomea | en_US |
dc.type | conference paper | en_US |
dc.identifier.doi | 10.1145/3583131.3590403 | - |
dc.identifier.scopus | 2-s2.0-85167651350 | - |
dc.identifier.url | https://api.elsevier.com/content/abstract/scopus_id/85167651350 | - |
dc.relation.pageend | 703 | en_US |
item.openairetype | conference paper | - |
item.openairecristype | http://purl.org/coar/resource_type/c_5794 | - |
item.cerifentitytype | Publications | - |
item.fulltext | no fulltext | - |
item.grantfulltext | none | - |
crisitem.author.dept | Electrical Engineering | - |
crisitem.author.orcid | 0000-0002-0273-9330 | - |
crisitem.author.parentorg | College of Electrical Engineering and Computer Science | - |
顯示於: | 電機工程學系 |
在 IR 系統中的文件,除了特別指名其著作權條款之外,均受到著作權保護,並且保留所有的權利。