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A Unifying View of Some Process Adjustment Methods

机译:某些过程调整方法的统一观点

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摘要

We consider the problem of adjusting a machine that starts production after an off-target setup operation.This setup adjustment problem was first studied by Grubbs (1954,1983).A general formulation for setup adjustment problems is presented in this paper.The formulation unifies some well-known process adjustment schemes,including Grubbs' harmonic and extended rules,adjustment methods based on stochastic approximation and recursive least squares,and a recent method on adaptive EWMA feedback controllers.The proposed formulation is Bayesian and based on a Kalman filter.The formulation allows us to show the equivalence of the setup process adjustment problem with a simple instance of what is called a Linear Quadratic Gaussian (LQG) controller in the control engineering literature.As an important byproduct,the LQG model allows us to solve more complicated setup adjustment problems with readily available techniques.Extensions to cases in which there are quadratic adjustment costs and in which the problem is multivariate are discussed.The multivariate setup adjustment solution is illustrated with a multihead filling machine example.
机译:我们考虑了在偏离目标的设置操作之后开始生产的机器的调整问题.Grubbs(1954,1983)首次研究了该设置调整问题,本文提出了设置调整问题的一般公式。一些著名的过程调整方案,包括Grubbs的谐波和扩展规则,基于随机逼近和递归最小二乘的调整方法以及最新的自适应EWMA反馈控制器方法。提出的公式是贝叶斯方法,基于Kalman滤波器。公式化使我们能够用控制工程文献中称为线性二次高斯(LQG)控制器的简单实例来显示设置过程调整问题的等效性。作为重要的副产品,LQG模型使我们能够解决更复杂的设置问题现有技术可以解决的调整问题。在多变量灌装机示例中说明了多变量设置调整解决方案。

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