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The Direct Approach to Unified GPC Based on ARMAX/CARIMA/CARMA Model and Application for Pneumatic Actuator Control

机译:基于ARMAX / CARIMA / CARMA模型的统一GPC的直接方法及气动执行器控制的应用

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This paper extends the range of Generalized Predictive Control (GPC) algorithm proposed by Clark et al. based on a CARIMA model, and shows that it is also applicable for an ARMAX model and a CARMA model. Unified formulas are given to provide direct approach to GPC using model parameters without solving Diophantine equations. The extended GPC is applied for the control of a pneumatic actuator based on its ARX model built by neural network. The performance of designed GPC controller is impressive for its quick response and accurate tracking.
机译:本文扩展了Clark等人提出的广义预测控制(GPC)算法的范围。 基于CARIMA模型,并表明它还适用于ARMAX模型和CARMA模型。 给出统一的公式,用于使用模型参数提供GPC的直接方法,而无需求解蒸氨酸方程。 扩展的GPC应用于基于神经网络构建的ARX模型来控制气动执行器的控制。 设计的GPC控制器的性能令人印象深刻的快速响应和准确的跟踪。

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