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Multiparameter optimization design of chemical mechanical polishing for planar optics

机译:平面光学化学机械抛光的多次数量优化设计

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摘要

The processing parameters directly affect the polishing quality of planar optics in chemical mechanical polishing (CMP). In this paper, a novel multiparameter optimization method based on the fuzzy theory was proposed to evaluate the manufacturing efficiency and accuracy of flat optical elements with CMP. The evaluation criteria and optimized parameters for CMP optimization were selected. The optimized objective function-combined fuzzy index of CMP (CFICMP)-was introduced to combine different criteria. A L-9(3(4)) orthogonal experimental design was implemented to improve the efficiency of experiments and analyze the effect of three parameters (polishing pressure, rotational speed of polishing pad, and slurry flow rate) on CMP. A half-normal distribution was applied to fit the trend of CFICMP. To verify the validity and feasibility of CFICMP, the material removal rate and the material removal uniformity were set as the optimized functions in verification experiments. The experimental results demonstrated that the optimal parameters of CFICMP could achieve better manufacturing efficiency and accuracy of planar optics simultaneously. The proposed method provides a feasible and effective way to select optimized processing parameters for CMP.
机译:在化学机械抛光(CMP)中,加工参数直接影响平面光学的抛光质量。本文提出了一种基于模糊理论的多参数优化方法,用于评估CMP平面光学元件的制造效率和精度。选择了CMP优化的评价标准和优化参数。引入优化的目标函数结合CMP模糊指标(CFICMP),将不同的评价标准结合起来。为了提高实验效率,采用L-9(3(4))正交实验设计,分析了抛光压力、抛光垫转速和抛光液流量三个参数对CMP的影响。采用半正态分布拟合CFICMP的趋势。为了验证CFICMP的有效性和可行性,将材料去除率和材料去除均匀性作为验证实验的优化函数。实验结果表明,CFICMP的最佳参数可以同时提高平面光学的制造效率和精度。该方法为CMP工艺参数的优化选择提供了一种可行而有效的方法。

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