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Stability analysis of single EWMA controller under dynamic models

机译:动态模型下单个EWMA控制器的稳定性分析

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摘要

The Exponentially Weighted Moving Average (EWMA) feedback controller is a popular model-based run-to-run controller which primarily uses data from previous process runs to adjust settings for the next run. The long-term stability conditions of EWMA controllers for this closed-loop system have received considerable attention in the literature. Most of the reported results are obtained under the assumption that the process I-O (Input-Output) relationship follows a static model. Generally speaking, the effect of the input recipe on the output response can be carried over several periods. In this paper, focusing on a first-order dynamic I-O model and assuming that the process disturbance follows a general AR1MA series, a systematic approach to address this control problem is proposed. First, the long-term stability conditions of a single EWMA controller are investigated. Then, the determination of sample size to allow the design of a single EWMA controller for dynamic models is considered. Under the assumption that the process I-O variables follow a bivariate normal distribution, a formula to calculate sample sizes that allow the stability condition to be met with a minimum probability protection is derived. Finally, the effects of dynamic parameters on the determination of sample size are considered.
机译:指数加权移动平均(EWMA)反馈控制器是一种流行的基于模型的运行到运行控制器,主要使用来自先前过程运行的数据来调整下一次运行的设置。 EWMA控制器对于这种闭环系统的长期稳定性条件在文献中已引起相当大的关注。报告的大多数结果都是在假定过程I-O(输入-输出)关系遵循静态模型的前提下获得的。一般来说,输入配方对输出响应的影响可以持续数个周期。在本文中,针对一阶动态I-O模型,并假设过程干扰遵循一般的AR1MA系列,提出了解决该控制问题的系统方法。首先,研究单个EWMA控制器的长期稳定性条件。然后,考虑确定样本数量以允许为动态模型设计单个EWMA控制器。在过程I-O变量遵循双变量正态分布的假设下,得出了一个计算样本量的公式,该公式允许以最小概率保护来满足稳定性条件。最后,考虑了动态参数对样本量确定的影响。

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