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Robust Optimization of Planar Constrained Mechanical System with Varying Joint Clearance Size Based on Sensitivity Analysis

机译:基于敏感性分析的不同关节间隙大小的平面约束机械系统的鲁棒优化

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This paper is devoted to a general methodological study on sensitivity analysis and robust optimization for a planar crank-slider mechanism in presence of joint clearances and random parameters and investigate the effects of parameter uncertainty on optimization results when joint clearance sizes are constantly changing due to wear. The first-order sensitivity analysis based on the response surface proxy model is performed. Then, a multiobjective robust optimization algorithm based on sensitivity analysis is carried out to reduce the undesirable effects of joint clearances and random parameters. In the algorithm, a multiobjective robust optimization model derived from the mean and variance of the objective function is constructed. Here, the objective function is defined based on the consideration of reducing the contact force generated at all clearance joints. Additionally, in order to balance computational accuracy and efficiency in the multiobjective robust optimization process, high-precision Kriging agent models are established. The optimum values of design variables are determined by combining Monte Carlo sampling and multiobjective particle swarm optimization method. By combining the Baumgarte approach with Lankarani–Nikravesh contact force model and Coulomb friction model, the dynamic equations of the planar multibody system with clearance joints are established. The uniform probability distribution is applied for characterizing random parameters. Simulation results show that the influence of design variable variations on the objective function changes in relation to the joint clearance size, but their relative influence degree on the objective function will not vary with the size of joint clearances. Moreover, the optimal solution selected on the Pareto front will affect the average levels and peak fluctuations of the dynamic responses in multibody systems.
机译:本文致力于在关节间隙和随机参数存在下平面曲柄滑块机构的敏感性分析和鲁棒优化的一般方法研究,并调查参数不确定度在接头间隙尺寸由于磨损而不断变化时的优化结果的影响。执行基于响应曲面代理模型的一阶灵敏度分析。然后,进行了一种基于灵敏度分析的多目标鲁棒优化算法,以减少关节间隙和随机参数的不期望的影响。在算法中,构造了来自目标函数的平均值和方差的多目标鲁棒优化模型。这里,基于考虑降低在所有间隙接头处产生的接触力来定义目标函数。另外,为了平衡计算准确性和效率在多目标稳健的优化过程中,建立了高精度的Kriging代理模型。通过组合Monte Carlo采样和多目标粒子群优化方法来确定设计变量的最佳值。通过将Baumgarte方法与Lankarani-Nikravesh接触力模型和库仑摩擦模型组合,建立了具有间隙接头的平面多体系的动态方程。施加均匀概率分布以表征随机参数。仿真结果表明,设计可变变化对目标函数变化的影响与关节间隙大小相比,但它们对目标函数的相对影响程度不会随着关节间隙的尺寸而变化。此外,在Pareto前部中选择的最佳解决方案将影响多体系中动态响应的平均水平和峰值波动。

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