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Application of the Taguchi-genetic method to design an optimal grey-fuzzy controller of a constant turning force system

机译:Taguchi遗传算法在恒定转动力系统最优灰色模糊控制器设计中的应用

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摘要

A grey-fuzzy control scheme is proposed in this paper to control a constant cutting force turning process under various cutting conditions. The grey-fuzzy control scheme consists of two parts: a grey predictor and the fuzzy logic controller. When the grey-fuzzy control scheme is used to design the constant turning force system, it is necessary to adjust the control parameters of both the grey predictor and the fuzzy controller (i.e., the sample size and grey constants of the grey predictor, and the scaling factors of the fuzzy controller) for ensuring stability and obtaining optimal control performances. Therefore, in order to search for the optimal control parameters by way of systematic reasoning instead of the time-consuming trial-and-error procedure, the Taguchi-genetic method is applied in this paper to search for the optimal control parameters of both the grey predictor and the fuzzy controller such that the grey-fuzzy controller is an optimal controller. Computer simulations are performed to verify the effectiveness of the above optimal grey-fuzzy control scheme designed by the Taguchi-genetic method. It is shown that satisfactory performance is achieved by the designed optimal grey-fuzzy control scheme.
机译:提出了一种灰色模糊控制方案,以控制各种切削条件下的恒定切削力车削过程。灰色模糊控制方案包括两部分:灰色预测器和模糊逻辑控制器。当使用灰色模糊控制方案设计恒定转向力系统时,有必要调整灰色预测器和模糊控制器的控制参数(即,灰色预测器的样本大小和灰度常数,以及模糊控制器的比例因子),以确保稳定性并获得最佳控制性能。因此,为了通过系统推理而不是费时的反复试验来搜索最优控制参数,本文采用田口遗传算法来搜索两个灰色的最优控制参数。预测器和模糊控制器,以使灰色模糊控制器是最佳控制器。进行计算机仿真以验证上述由田口遗传方法设计的最佳灰模糊控制方案的有效性。结果表明,所设计的最佳灰模糊控制方案可实现令人满意的性能。

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