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Fast genetic algorithm for roundness evaluation by the minimum zone tolerance (MZT) method

机译:基于最小区域容差(mZT)法的圆度评估快速遗传算法

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摘要

According to ISO 1101, “A geometrical tolerance applied to a feature defines the tolerance zone within which that feature shall be contained”.\udThe main goal of the minimum zone tolerance (MZT) method is to achieve the best estimation of the roundness error, but it is computationally intensive. This paper describes the application of a genetic algorithm (GA) to minimize the computation time in the evaluation of CMM roundness errors of a large cloud of sampled points.\udComputational experiments have shown that by selecting the optimal GA parameters, namely a combination of the five genetic parameters related to population size, crossover, mutation, stop condition, and search space, the computation time can be reduced by up to one order of magnitude, allowing real-time operation.\udOptimization has been tested using seven CMM samples, obtained from different machining features. The performance of the optimized algorithm has been validated using four benchmark samples from the literature and with certified samples.
机译:根据ISO 1101,“应用于特征的几何公差定义了应包含该特征的公差区域”。\ ud最小区域公差(MZT)方法的主要目标是对圆度误差进行最佳估计,但这是计算密集型的。本文介绍了一种遗传算法(GA)的应用,它可以最大程度地减少评估大量采样点的CMM圆度误差时的计算时间。\ ud计算实验表明,通过选择最佳的GA参数(即与种群大小,交叉,突变,终止条件和搜索空间有关的五个遗传参数,计算时间最多可减少一个数量级,从而可以进行实时操作。\ ud使用七个坐标测量机样本进行了优化测试,获得来自不同的加工功能。使用来自文献的四个基准样本以及经过认证的样本,已经验证了优化算法的性能。

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