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

机译:具有基于基于基于基于数据的落膜蒸发器的高级控制

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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:来自落膜蒸发器(FFE)的历史数据用于识别基于基于基于基于基于基于的模型,而无需了解植物的物理尺寸。基本模型显示出与历史数据(0.56)的最高产物的干质量(R)相关性,而基于数据的模型在验证数据(R为0.45)上陷入困境。 PI和LQR(线性二次调节器)控制设计,具有成功用于国家一代的卡尔曼估计。 LQR溶液提供更好的扰动排斥,在经过饲料干扰时将产物干肿块的最大偏差降低60%。两个控制器在最佳条件下保持过程的同时表现优于操作员控制。

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