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An artificial bee colony algorithm with a balance strategy for wireless sensor network
Zhu, Shuliang1; Pun, Chi Man2; Zhu, Haipeng1; Li, Shujuan1; Huang, Xiaomei3; Gao, Hao1
2023-02-10
Source PublicationApplied Soft Computing
ISSN1568-4946
Volume136Pages:110083
Abstract

As a popular population based evolutionary computation algorithm, artificial bee colony (ABC) algorithms have attracted many researchers to do further works. In this paper, by utilizing a linkage detection strategy to distinguish nonseparable and separable functions, we present new balance strategies for the updating equations of ABC on the two types of functions respectively. First, for accelerating convergence rate, we propose a historic array to preserve the best individual which the population ever achieved. Second, for the different role of employed and onlooker bees during iterations, compared with the traditional algorithm, we present two updating equations for the two types of bees on the nonseparable and separable functions respectively. Third, a new multi-dimensional updating mechanism for the worst individual and a new updating strategy for scout bees are presented respectively. At last, for verifying its effectiveness, we apply the improved algorithm to optimize the power consumption of sensor nodes in a wireless sensor network. In this paper, verified by the test on the network, the basic benchmark functions and CEC2014, our algorithm shows superior performance with the compared modern algorithms.

KeywordArtificial Bee Cec 2014 Cloud System Convergence Rate Search Ability Wireless Sensor Network
DOI10.1016/j.asoc.2023.110083
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications
WOS IDWOS:000973941400001
Scopus ID2-s2.0-85148543814
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Citation statistics
Document TypeJournal article
CollectionDEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Corresponding AuthorGao, Hao
Affiliation1.Nanjing University of Posts and Telecommunications, China
2.University of Macau, Macao
3.Aerospace System Engineering Shanghai, China
Recommended Citation
GB/T 7714
Zhu, Shuliang,Pun, Chi Man,Zhu, Haipeng,et al. An artificial bee colony algorithm with a balance strategy for wireless sensor network[J]. Applied Soft Computing, 2023, 136, 110083.
APA Zhu, Shuliang., Pun, Chi Man., Zhu, Haipeng., Li, Shujuan., Huang, Xiaomei., & Gao, Hao (2023). An artificial bee colony algorithm with a balance strategy for wireless sensor network. Applied Soft Computing, 136, 110083.
MLA Zhu, Shuliang,et al."An artificial bee colony algorithm with a balance strategy for wireless sensor network".Applied Soft Computing 136(2023):110083.
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