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Asymptotic normality of the optimal solution in response surface methodology

机译:响应面法最优解的渐近正态性

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摘要

Sensitivity analysis studies the effect of small changes in the parameters on the objective function value in mathematical programming. These parameters define the objective function and define the constraints for development of the solution to the problem using mathematical programming. The asymptotic normality study of critical points as a consequence of the sensitivity analysis is carried out using mathematical statistics. This paper studies the effect of small perturbations of the regression parameters on the optimum solution of the response surface model and also the asymptotic normality of the critical point is obtained. In response surface analysis, there is a response variable and some input variables and that the input variables can be controlled by the researcher. The response is a function of the input variables. This function is approximated from a polynomial and the success of response surface methodology depends on this approximation. In this study it is assumed that function can be approximated by a polynomial of second order and the unknown parameters can be estimated using regression techniques. (14 refs.)
机译:灵敏度分析研究数学编程中参数的微小变化对目标函数值的影响。这些参数定义目标函数并定义使用数学编程来开发问题解决方案的约束条件。敏感性分析的结果是,对临界点的渐近正态性的研究是使用数学统计进行的。本文研究了回归参数的小扰动对响应面模型最优解的影响,并获得了临界点的渐近正态性。在响应面分析中,存在一个响应变量和一些输入变量,并且输入变量可以由研究人员控制。响应是输入变量的函数。该函数从多项式近似,并且响应面方法的成功取决于此近似。在这项研究中,假设函数可以通过二阶多项式近似,并且未知参数可以使用回归技术进行估计。 (14篇参考文献)

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