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基于近似模型的机床铣削质量稳健性优化设计
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Robust Optimization Design of Milling Quality for Machine Tools Based on Approximate Model
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    摘要:

    在铣削加工优化设计过程中,设计变量的不确定性通常被忽略,这容易导致优化解违反优化设计约束条件.为此,本文基于近似模型方法,开展铣削参数的多目标稳健性优化设计研究.在该优化设计方法中,采用多项式响应面模型和径向基函数模型近似模拟铣削过程最大铣削力、铣削后工件表面粗糙度两目标函数与铣削线速度、每齿进给量两设计变量之间的隐式关系,采用NSGA-Ⅱ多目标遗传算法结合蒙特卡洛模拟方法对比分析了针对铣削参数的常规确定性优化以及考虑设计变量波动的稳健性优化.结果表明:稳健性优化后的铣削参数有效地降低了铣削加工过程中的铣削力,提高了加工后工件表面质量,同时优化解具有较高的可靠性.

    Abstract:

    To solve the problem that the uncertainty of design variables is usually ignored in the process of optimization design in milling, which may lead to the violation of optimization design constraints, the multi-objective robust optimization design of milling parameters is studied based on the approximate model method. In the proposed method, the maximum milling force and the surface roughness after milling are the objective functions, and the milling linear speed and feeds per tooth are the design variables. The polynomial response surface model and radial basis function model are used to replace the implicit relationship between the objective functions and design variables. NSGA-Ⅱ multi-objective genetic algorithm combined with the Monte Carlo simulation method is used to compare and analyze the conventional deterministic optimization for milling parameters and the robust optimization considering the fluctuation of design variables. The results show that the method can effectively reduce the milling force in the milling process and improve the surface quality of the workpiece after machining with high reliability.

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CUI Zhong, WANG Wenhao, GENG Jiqing, WANG Ting, YIN Hanfeng?.基于近似模型的机床铣削质量稳健性优化设计[J].湖南大学学报:自然科学版,2023,(12):194~202

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  • 在线发布日期: 2024-01-02
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