Reliability based design optimization of a two-stage wind turbine gearbox

被引:0
作者
Karmi, Bilel [1 ,2 ,3 ]
Saouab, Abdelghani [2 ]
Guerine, Ahmed [5 ]
Bouaziz, Slim [3 ]
EL Hami, Abdelkhalak [4 ]
Haddar, Mohamed [3 ]
Dammak, Khalil [4 ]
机构
[1] Univ Gabes, Natl Engn Sch Gabes, Gabes, Tunisia
[2] Normandie Univ, UNIHAVRE, CNRS, LOMC, F-76600 Le Havre, France
[3] Univ Sfax, Natl Engn Sch Sfax, Lab Mech Modeling & Prod LA2MP, Sfax, Tunisia
[4] Univ Rouen, Lab Mech Normandy LMN, INSA Rouen Normandy, F-76801 St Etienne De Rouvray, France
[5] Univ Burgundy, DRIVE Lab, Nevers, France
关键词
Gear system; multi-objective reliability optimization; Pareto front; NSGA-II; C-NSGA-II; hybrid method; MULTIOBJECTIVE OPTIMIZATION; SPUR GEAR;
D O I
10.1051/meca/2024010
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This paper describes a multi-objective reliability-based design optimization (MORBDO) of a two-stage wind turbine gearbox. The optimization process incorporates the gear's reliability of accounting for the uncertainty of its internal geometric parameters. It also ensures that constraints relating to the gear's reliability index and efficiency are respected. The objective functions are to minimize both the total volume and the center distance. A specific reliability target is established, and to address the multi-objective reliability-based design optimization (MORBDO), the hybrid method (HM) in conjunction with the constrained non-dominated sorting genetic algorithm (C-NSGA-II) is employed. The outcomes demonstrate that applying C-NSGA-II to solve the multi-objective reliability-based design optimization problem yields dependable Pareto solutions that are well-distributed in relation to the desired reliability level. The optimization using C-NSGA-II with a population size of 300 particles and 1000 generations produced the most favorable outcomes. This research significantly contributes to the multi-objective design optimization of wind turbine gear while simultaneously considering their reliability.
引用
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页数:13
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