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An improved artificial bee colony algorithm with fast strategy, and its application
Lu,Rong1; Hu,Haidong4; Xi,Maolong1; Gao,Hao2,3; Pun,Chi Man2
2019-09-01
Source PublicationComputers and Electrical Engineering
ISSN0045-7906
Volume78Pages:79-88
Abstract

In recent years, artificial bee colonies (ABC) have yielded favorable results from among other evolutionary algorithms. In spite of its strong global presence, how to accelerate ABC's convergence is an important factor that contributes toward improving its performance. In this paper, the proposed updating equation of onlooker bees employs two alternatives which are selected based upon whether the achievement of the updated bee is better than that of the generated individual. A Cauchy operator is employed to balance the global and local search capabilities of individuals. Various common benchmark functions and a real world problem are employed to verify the effectiveness of our algorithm by comparing these with some modern ABC variants.

KeywordArtificial Bee Colony Cauchy Operator Convergence Rate Robot Path Planning Updating Equation
DOI10.1016/j.compeleceng.2019.06.021
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Hardware & Architecture ; Computer Science, Interdisciplinary Applications ; Engineering, Electrical & Electronic
WOS IDWOS:000487574700008
Scopus ID2-s2.0-85068521377
Fulltext Access
Citation statistics
Document TypeJournal article
CollectionDEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Corresponding AuthorPun,Chi Man
Affiliation1.Wuxi Institute of Technology,Wuxi,China
2.Department of Computer and Information Science,University of Macau,Macau SAR,China
3.The Institute of Advanced Technology,Nanjing University of Posts and Telecommunications,Nanjing,China
4.Beijing Institute of Control Engineering,Beijing,China
Corresponding Author AffilicationUniversity of Macau
Recommended Citation
GB/T 7714
Lu,Rong,Hu,Haidong,Xi,Maolong,et al. An improved artificial bee colony algorithm with fast strategy, and its application[J]. Computers and Electrical Engineering, 2019, 78, 79-88.
APA Lu,Rong., Hu,Haidong., Xi,Maolong., Gao,Hao., & Pun,Chi Man (2019). An improved artificial bee colony algorithm with fast strategy, and its application. Computers and Electrical Engineering, 78, 79-88.
MLA Lu,Rong,et al."An improved artificial bee colony algorithm with fast strategy, and its application".Computers and Electrical Engineering 78(2019):79-88.
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