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Meta-model based multi-objective optimisation method for computer-aided tolerance design of compliant assemblies

机译:基于META模型的兼容组件的计算机辅助公差设计的多目标优化方法

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摘要

Optimal tolerance design is a time-consuming and multi-disciplinary procedure and involves several aspects of design, manufacturing, quality and cost problems. In addition, the quality of assemblies can be significantly affected by the flexibility of components which has not been considered in most of the previous research. In this paper, a new method is proposed for multi-objective optimal tolerance design of compliant assemblies based on an integrated Kriging meta-modelling - NSGA-II - Shannon's Entropy TOPSIS algorithm. The tolerance propagation of flexible components in the assembly process is modelled through the enhanced Method of Influence Coefficients (MIC). Geometrical variations of key characteristics are estimated through a Kriging model on the data generated from the enhanced MIC based on the finite element method. The overall manufacturing cost is minimised, while the geometric capability ratio (GCR), as a quality criterion, is maximised. To find the Pareto optimal front (POF), NSGA-II is applied. For ranking best alternatives of the POF based on multiple criteria, an improved Shannon's Entropy-based TOPSIS is used. Finally, to verify and demonstrate the efficiency of the proposed method, a case study is considered with the results compared with Monte Carlo simulations and a conventional tolerance allocation method from the literature.
机译:最佳公差设计是一种耗时和多学科的程序,涉及设计,制造,质量和成本问题的几个方面。此外,通过在以前的大部分研究中未考虑的组件的灵活性,组件的质量可能会受到显着的影响。本文基于集成的Kriging Meta建模 - NSGA-II - Shannon的熵TopSIS算法,提出了一种新方法,用于基于综合克里格元建模的兼容组件的多目标优化公差设计。通过增强的影响系数(MIC)的增强方法建模柔性部件在组装过程中的公差传播。通过基于有限元方法从增强型MIC产生的数据上的Kriging模型估计关键特性的几何变化。整体制造成本最小化,而几何能力比(GCR)作为质量标准最大化。为了找到Pareto最佳前部(POF),应用NSGA-II。对于根据多标准排列POF的最佳替代方案,使用改进的Shannon的基于熵的Topsis。最后,为了验证和证明所提出的方法的效率,与来自文献的蒙特卡罗模拟和传统的公差分配方法相比,结果考虑了案例研究。

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