UM
Sensor network optimization of gearbox based on dependence matrix and improved discrete shuffled frog leaping algorithm
Zhao Z.1; Xu Q.3; Jia M.1
2016-12-01
Source PublicationNatural Computing
ISSN15729796 15677818
Volume15Issue:4Pages:653-664
AbstractThis paper reports a new improved discrete shuffled frog leaping algorithm (ID-SFLA) and its application in multi-type sensor network optimization for the condition monitoring of a gearbox. A mathematical model is established to illustrate the sensor network optimization based on fault-sensor dependence matrix. The crossover and mutation operators of genetic algorithm (GA) are introduced into the update strategy of shuffled frog leaping algorithm (SFLA) and a new ID-SFLA is systematically developed. Numerical simulation results show that the ID-SFLA has an excellent global search ability and outstanding convergence performance. The ID-SFLA is applied to the sensor’s optimal selection for a gearbox. In comparison with GA and discrete shuffled frog leaping algorithm (D-SFLA), the proposed ID-SFLA not only poses an effective solving method with swarm intelligent algorithm, but also provides a new quick algorithm and thought for the solution of related integer NP-hard problem.
KeywordCrossover Dependence matrix Improved discrete shuffled frog leaping algorithm Mutation Sensor network optimization
DOI10.1007/s11047-015-9515-4
URLView the original
Language英語
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Cited Times [WOS]:1   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionUniversity of Macau
Affiliation1.Southeast University
2.Anhui Polytechnic University
3.Universidade de Macau
Recommended Citation
GB/T 7714
Zhao Z.,Xu Q.,Jia M.. Sensor network optimization of gearbox based on dependence matrix and improved discrete shuffled frog leaping algorithm[J]. Natural Computing,2016,15(4):653-664.
APA Zhao Z.,Xu Q.,&Jia M..(2016).Sensor network optimization of gearbox based on dependence matrix and improved discrete shuffled frog leaping algorithm.Natural Computing,15(4),653-664.
MLA Zhao Z.,et al."Sensor network optimization of gearbox based on dependence matrix and improved discrete shuffled frog leaping algorithm".Natural Computing 15.4(2016):653-664.
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