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Integrated system identification and PID controller tuning by frequency loop-shaping

机译:通过频率环路整形实现集成系统识别和 PID 控制器调谐

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摘要

A systematic design methodology for proportional-integral-derivative (PID) controllers is presented. Starting from data sets, a model of the system and its uncertainty hounds are obtained. The parameters of the controller are tuned by a convex optimization algorithm, minimizing a weighted difference between the actual loop transfer function and a target In an L2 /L∞ sense. The target selection is guided by the identified model and its uncertainty. The problem of disjoint data sets and/or different models for the same system is also addressed. The method has proved successful in numerous practical cases showing both expediency in controller design and implementation and improved performance over existing controllers.
机译:提出了一种比例-积分-微分(PID)控制器的系统设计方法。从数据集出发,得到系统模型及其不确定性猎犬。控制器的参数通过凸优化算法进行调整,从而最大限度地减少了实际环路传递函数与目标之间的加权差异 在L2 /L∞意义上。目标选择以已识别的模型及其不确定性为指导。还解决了同一系统的数据集不相交和/或不同模型的问题。该方法在许多实际案例中被证明是成功的,表明控制器设计和实现的权宜之计以及比现有控制器更高的性能。

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