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An analysis of Variance Approach to tuning of Generalized Predictive Controllers for Second Order plus Dead Time models

机译:二阶加停滞时间模型的广义预测控制器调整的方差分析

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This paper presents a new tuning strategy for Generalized Predictive Controllers (GPC) based on Analysis of Variance (ANOVA). This strategy is derived for Second Order plus Dead Time (SOPDT) models of an industrial plant. Moreover, SOPDT modeling allows oscillating modes to be included in the model dynamics. The tuning strategy employs a simple expression for the tuning parameter as a function of plant parameters which is absent in earlier tuning attempts. This novel expression is extracted using ANOVA method combined with nonlinear regression. Also, a better performance index value and more convenient implementation are obtained in comparison with the conventional GPC tuning methods. Therefore, the tuning strategy for SOPDT models is both more comprehensive and more effective than traditional First Order plus Dead Time (FOPDT) model tunings. The proposed strategy is verified by two comparative simulation studies.
机译:本文提出了一种基于方差分析(ANOVA)的通用预测控制器(GPC)的新调整策略。此策略是针对工厂的二阶加死时间(SOPDT)模型得出的。此外,SOPDT建模允许将振荡模式包含在模型动力学中。调整策略采用简单的表达式来表示调整参数,这是工厂参数的函数,而在较早的调整尝试中是不存在的。使用ANOVA方法结合非线性回归来提取这种新颖的表达式。而且,与常规的GPC调整方法相比,可以获得更好的性能指标值和更方便的实现。因此,SOPDT模型的调整策略比传统的“一阶加死区时间”(FOPDT)模型调整更全面,更有效。两项比较仿真研究验证了所提出的策略。

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