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Sensitivity of MIMO controller performance to model-plant mismatch, with applications to paper machine control

机译:MIMO控制器性能对模型工厂失配的敏感性,及其在造纸机控制中的应用

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Model-based controllers based on incorrect estimates of the true plant behaviour can be expected to perform badly. This work quantifies the performance deterioration for a certain class of MIMO systems. Performance is measured using a Minimum Variance index and a closely related user-specified criterion. Under reasonable conditions, the performance of each output component in a MIMO system can be analysed independently. We define a sensitivity measure that relates system performance to model-plant mismatch, and use it to explore this sensitivity for three realistic types of parametric modelling errors. Next, we suggest a quantitative method that compares a system's actual output to its desired response in a transient setting. The performance of the transient response is demonstrably more sensitive to the model-plant mismatch than the steady state performance. The results are illustrated on industrial paper machine data.
机译:基于对真实工厂行为的不正确估计的基于模型的控制器可能会表现不佳。这项工作量化了某些类别的MIMO系统的性能下降。使用最小方差指数和与用户指定的标准密切相关的标准来衡量性能。在合理的条件下,可以独立分析MIMO系统中每个输出组件的性能。我们定义了一种将系统性能与模型工厂不匹配相关的敏感性度量,并使用它来探讨三种实际类型的参数化建模错误的敏感性。接下来,我们建议一种定量方法,该方法将系统的实际输出与其在瞬态设置下的期望响应进行比较。相对于稳态性能,瞬态响应的性能对模型工厂的失配更敏感。结果显示在工业造纸机数据上。

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