Structural Parameters Optimization of Waveform Generator Based on LS-SVM and Simulated Annealing Algorithm

For the structural design problem of waveform generator, selected diameter of rubber block, hardness and thickness of block 1 and block 2 as five design variables. Firstly, adopted orthogonal design method, and built initial sample data. Secondly, adopted LS-SVM to exercise the sample data, and sele...

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Bibliographic Details
Published inApplied Mechanics and Materials Vol. 268-270; pp. 871 - 874
Main Authors Di, Chang Chun, Yang, Yan Feng, Qin, Jun Qi, Yang, Yu Liang
Format Journal Article
LanguageEnglish
Published Zurich Trans Tech Publications Ltd 01.01.2013
Subjects
Waveform Generator
Least Squares Support Vector Machines (Ls-SVM)
Orthogonal Design
Simulated Annealing (SA)
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Summary:For the structural design problem of waveform generator, selected diameter of rubber block, hardness and thickness of block 1 and block 2 as five design variables. Firstly, adopted orthogonal design method, and built initial sample data. Secondly, adopted LS-SVM to exercise the sample data, and selected regularization parameter and kernel function width of LS-SVM based on QPSO algorithm. Finally, optimized the structural parameters of waveform generator based on simulated annealing algorithm. The research provided a theoretic basis for the design of waveform generator.
Bibliography:Selected, peer reviewed papers from the Second International Conference on Applied Mechanics, Materials and Manufacturing (ICAMMM 2012), November 17-18, 2012, Changsha, China
ISBN:9783037855799
3037855797
ISSN:1660-9336
1662-7482
1662-7482
DOI:10.4028/www.scientific.net/AMM.268-270.871