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Chapter 4 Physical Modeling of Turbocharged Engines and Parameter Identification

机译:第四章涡轮增压发动机的物理建模与参数辨识

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The common theme in this chapter is physical modeling of engines and the subjects touch three topics in nonlinear engine models and parameter identification. First, a modeling methodology is described. It focuses on the gas and energy flows in engines and covers turbocharged engines. Examples are given where the methodology has been successfully applied, covering naturally aspirated engines and both single and dual stage turbocharged engines. Second, the modeling with the emphasis on models for EGR/VGT equipped diese! engine. The aim is to describe models that capture the essential dynamics and nonlinear behaviors and that are relatively small so that they can be utilized in model predictive control algorithms. Special emphasis is on the selection of the states. The third and last topic is related to parameter identification in gray-box models. A common issue is that parameters with physical interpretation often receive values that lie outside their admissible range during the identification. Regularization is discussed as a solution and methods for choosing the regularization parameter are described and highlighted.
机译:本章的共同主题是发动机的物理建模,主题涉及非线性发动机模型和参数识别中的三个主题。首先,描述建模方法。它着重于发动机中的气体和能量流,并涵盖涡轮增压发动机。举例说明了该方法已成功应用的情况,涵盖了自然吸气发动机以及单级和双级涡轮增压发动机。其次,强调配备EGR / VGT的模具的建模!发动机。目的是描述捕获基本动力学和非线性行为且相对较小的模型,以便可以在模型预测控制算法中使用它们。特别强调的是州的选择。第三个也是最后一个主题与灰箱模型中的参数识别有关。一个常见的问题是,在识别过程中,具有物理解释的参数通常会接收到超出其允许范围的值。讨论了正则化作为一种​​解决方案,并描述和强调了选择正则化参数的方法。

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