Metodología de superficie de respuesta dual con variables de ruido cualitativas

Iván Martínez-Mendoza, Á. Vallés, Jaime Sánchez-Leal
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Abstract

The application of the response surface methodology in the optimization of industrial processes has had a great boom in recent decades, however, with a significant limitation, the null inclusion of qualitative factors in the noise variables. Since the methodology assumes the behavior of the noise factors as a continuous behavioral variable that follows a normal distribution. But what happens if this is not the case? How to treat a qualitative noise factor? What probability distribution would best fit the qualitative noise factor? What would be the correct inclusion of this type of noise factor in the methodology? This article summarizes the four-year research work from the mathematical approach to the new equations, case simulations using mathematical software and 2 real cases in maquiladora plants that manufacture plastic parts.
定性噪声变量的双响应面方法
近几十年来,响应面方法在工业过程优化中的应用有了很大的发展,然而,有一个显著的局限性,即在噪声变量中不包含定性因素。由于该方法假定噪声因子的行为是一个连续的行为变量,遵循正态分布。但如果事实并非如此呢?如何处理定性的噪声因子?什么样的概率分布最适合定性噪声因子?如何在方法中正确地包含这类噪声因素?本文总结了四年来的研究工作,从数学方法到新方程,用数学软件进行了案例模拟,并在加工塑料零件的加工厂进行了2个实际案例。
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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