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首页> 外文期刊>Advances in Mechanical Engineering >Multiobjective Optimization Design of Double-Row Blades Hydraulic Retarder with Surrogate Model:
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Multiobjective Optimization Design of Double-Row Blades Hydraulic Retarder with Surrogate Model:

机译:具有代理模型的双排叶片液压减速器多目标优化设计:

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For the design of double-row blades hydraulic retarder involves too many parameters, the solution process of the optimal parameter combination is characterized by the large calculation load, the long calculation time, and the high cost. In this paper, we proposed a multiobjective optimization method to obtain the optimal balanced solution between the braking torque and volume of double-row blades hydraulic retarder. Moreover, we established the surrogate model for objective function with radial basis function (RBF), thus avoiding the time-consuming three-dimensional modeling and fluid simulation. Then, nondominated sorting genetic algorithm-II (NSGA-II) was adopted to obtain the optimal combination solution of design variables. Moreover, the comparison results of computational fluid dynamics (CFD) values of the optimal combination parameters and original design parameters indicated that the multiobjective optimization method based on surrogate model was applicable for the design of double-row blades hydra...
机译:由于双排叶片式液压缓速器的设计参数太多,因此,最优参数组合的求解过程具有计算量大,计算时间长,成本高的特点。在本文中,我们提出了一种多目标优化方法,以获得双排叶片式液压缓速器的制动扭矩和体积之间的最佳平衡解决方案。此外,我们建立了具有径向基函数(RBF)的目标函数替代模型,从而避免了费时的三维建模和流体模拟。然后,采用非支配排序遗传算法-II(NSGA-II)来获得设计变量的最优组合解。此外,最佳组合参数和原始设计参数的计算流体动力学(CFD)值的比较结果表明,基于代理模型的多目标优化方法适用于双排叶片液压系统的设计。

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