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Advanced control with fundamental and data-based modeling for falling film evaporators

机译:降膜蒸发器的基本模型和基于数据的高级控制

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Historical data from a falling film evaporator (FFE) was used to identify both fundamental and data based models without knowledge of the physical dimensions of the plant. The fundamental model showed the highest product dry mass (R) correlation to historical data (0.56) while the data based models struggled on validation data (R of 0.45). PI and LQR (linear quadratic regulator) control were designed with a Kalman estimator successfully used for state generation. The LQR solution provided better disturbance rejection, decreasing the maximum deviation in product dry mass by 60% when subjected to a feed disturbance. Both controllers outperformed operator control while keeping the process at optimal conditions.
机译:降膜蒸发器(FFE)的历史数据用于识别基本模型和基于数据的模型,而无需了解工厂的物理尺寸。基本模型显示出最高的产品干质量(R)与历史数据的相关性(0.56),而基于数据的模型则在验证数据上苦苦挣扎(R为0.45)。 PI和LQR(线性二次调节器)控制是使用成功地用于状态生成的Kalman估计器设计的。 LQR解决方案提供了更好的干扰抑制能力,当受到进料干扰时,产品干质量的最大偏差降低了60%。在保持过程处于最佳状态的同时,两个控制器都优于操作员控制。

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