Ensuring Uniform Material Removal with Magnetic Abrasive Finishing of Semiconductor Wafers by Mode Control of Machining Parameters

D. A. Stepanenko, E. S. Eromin
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Abstract

The paper describes a solution technique for direct and inverse problems of modeling the process of magnetic abrasive finishing (MAF) of semiconductor wafers. Solution of the direct problem enables calculation of allowance removal function for the prescribed machining parameters, and solution of the inverse problem enables determination of machining parameters required for realization of the prescribed allowance removal function.  The direct problem is solved by means  of Preston equation, which is usually used for description of material removal rate when polishing optical parts. The inverse problem is considered in a matrix formulation, and its least squares solution is determined by means of generalized inverse Moore-Penrose matrix. Based on the solution of the direct problem with constant values of kinematic and magnetic machining  parameters shows that MAF with constant values of machining parameters does not ensure uniformity of material removal.  On the basis of numerical examples it is shown that close to uniform material removal can be ensured by control of magnetic machining parameters with the law of variation determined from solution of the inverse problem. It is demonstrated that the smoothness of solution of the initial ill-conditioned inverse problem can be improved by means of Tikhonov’s regularization, which in turn technically simplifies control of machining parameters
通过加工参数模式控制确保半导体晶片磁性磨料精加工的材料去除均匀性
本文介绍了半导体晶片磁研磨精加工(MAF)过程建模的直接问题和逆问题的求解技术。解决直接问题可以计算规定加工参数的余量去除函数,解决逆问题可以确定实现规定余量去除函数所需的加工参数。 直接问题通过普雷斯顿方程求解,该方程通常用于描述光学零件抛光时的材料去除率。逆问题采用矩阵形式,其最小二乘法解通过广义逆 Moore-Penrose 矩阵确定。基于运动参数和磁性加工参数恒定值的直接问题求解表明,加工参数恒定值的 MAF 不能确保材料去除的均匀性。 数值实例表明,根据逆问题求解确定的变化规律控制磁性加工参数,可以确保接近均匀的材料去除。研究表明,可以通过 Tikhonov 正则化来改善初始条件不佳的逆问题解的平滑性,这反过来又在技术上简化了加工参数的控制。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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