Genetic algorithm for design optimization of multibody dynamics using differential–algebraic equation integrators
Based on the general model of design optimization of multibody dynamics, a modified genetic algorithm with adaptive crossover and mutation rates is developed to find optimal design variables which satisfy the dynamic constraints and obtain optimum objective values. Generalized-α projection method an...
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| Veröffentlicht in: | Advances in mechanical engineering Jg. 7; H. 4; S. 1 |
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| Format: | Journal Article |
| Sprache: | Englisch |
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London, England
SAGE Publications
01.04.2015
Sage Publications Ltd SAGE Publishing |
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| ISSN: | 1687-8132, 1687-8140 |
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| Abstract | Based on the general model of design optimization of multibody dynamics, a modified genetic algorithm with adaptive crossover and mutation rates is developed to find optimal design variables which satisfy the dynamic constraints and obtain optimum objective values. Generalized-α projection method and higher order variational integrators with Lagrangian polynomial and Gauss quadrature formula are used to solve differential–algebraic equations during optimization process. Efficiency and accuracy of the numerical results obtained by intelligent design optimization with different differential–algebraic equation solving methods are compared. |
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| AbstractList | Based on the general model of design optimization of multibody dynamics, a modified genetic algorithm with adaptive crossover and mutation rates is developed to find optimal design variables which satisfy the dynamic constraints and obtain optimum objective values. Generalized-α projection method and higher order variational integrators with Lagrangian polynomial and Gauss quadrature formula are used to solve differential–algebraic equations during optimization process. Efficiency and accuracy of the numerical results obtained by intelligent design optimization with different differential–algebraic equation solving methods are compared. |
| Author | Ding, Jieyu |
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| Keywords | generalized-α projection method modified genetic algorithm variational integrators Design optimization differential–algebraic equations |
| Language | English |
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| References | Ramachandran, Padmanaban 2013; 67 Haddadpour, Firouz-Abadi, Fotouhi 2008; 36 Ding, Pan 2014; 2014 Ding, Pan, Chen 2009; 30 Liu, Wang 1999; 15 Ding, Pan 2012; 2 Etman, van Campen, Schoofs 1998; 2 bibr2-1687814015581260 bibr3-1687814015581260 Ding JY (bibr6-1687814015581260) 2009; 30 bibr10-1687814015581260 bibr5-1687814015581260 bibr4-1687814015581260 bibr9-1687814015581260 João PD (bibr1-1687814015581260) bibr7-1687814015581260 bibr8-1687814015581260 |
| References_xml | – volume: 2014 start-page: 383680 8 year: 2014 article-title: Higher order variational integrators for multibody system dynamics with constraints publication-title: Adv Mech Eng – volume: 2 start-page: 393 issue: 4 year: 1998 end-page: 415 article-title: Design optimization of multibody systems by sequential approximation publication-title: Multibody Syst Dyn – volume: 67 start-page: 887 issue: 1–4 year: 2013 end-page: 898 article-title: Minimization of IC engine rubber mount displacement using genetic algorithm publication-title: Int J Adv Manuf Technol – volume: 2 start-page: 61 issue: 6 year: 2012 end-page: 64 article-title: Optimization of multibody systems based on the generalized-α projection method for DAEs publication-title: Theor Appl Mech Lett – volume: 15 start-page: 796 issue: 11 year: 1999 end-page: 799 article-title: A modified genetic algorithm based optimisation of milling parameters publication-title: Int J Adv Manuf Technol – volume: 36 start-page: 381 issue: 4 year: 2008 end-page: 391 article-title: Equilibrium analysis of multibody dynamic systems using genetic algorithm in comparison with constrained and unconstrained optimization techniques publication-title: Struct Multidiscip Optim – volume: 30 start-page: 92 issue: 1 year: 2009 end-page: 96 article-title: Augmented Lagrange method for optimization design of multibody systems publication-title: Chinese Quart Mech – volume: 30 start-page: 92 issue: 1 year: 2009 ident: bibr6-1687814015581260 publication-title: Chinese Quart Mech – ident: bibr5-1687814015581260 doi: 10.1155/2014/383680 – ident: bibr3-1687814015581260 doi: 10.1023/A:1009780119839 – ident: bibr4-1687814015581260 doi: 10.1007/s00158-007-0176-5 – start-page: 437 volume-title: III European conference on computational mechanics ident: bibr1-1687814015581260 – ident: bibr2-1687814015581260 doi: 10.1063/2.1206309 – ident: bibr9-1687814015581260 doi: 10.1007/s00170-012-4533-1 – ident: bibr7-1687814015581260 doi: 10.1007/978-3-642-25453-6_35 – ident: bibr8-1687814015581260 doi: 10.1007/s001700050134 – ident: bibr10-1687814015581260 doi: 10.1007/978-3-642-25781-0_91 |
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