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Design and tuning of feedback controllers: effects on proteins ultrafiltration process modeled by a hybrid system

机译:反馈控制器的设计和调整:对通过混合系统建模的蛋白质超滤过程的影响

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The focus of the paper was the description of a feedback control system that, based on the predictions of a previously formulated hybrid neural model, allowed improving the performance of proteins UF, carried out in pulsating conditions. The behavior of three classical feedback controllers, i.e., proportional (P), proportional integral (PI) and proportional-integral-derivative (PID), were compared and analyzed in different situations. The characteristic equation defining each type of controller was added to the already developed hybrid model in order to obtain the true closed-loop responses, thus allowing achieving a proper design and an accurate tuning of the controllers. It was observed that when no control action occurred, the permeate flux tended to progressively decay and that a proportional control was capable to reduce this decay only to a limited extent. The differences between the actual permeate flux and the desired set-point tended, instead, to nil when a properly tuned PI or PID controller was utilized. The selection of the best values for the adjustable parameters of the controller was eventually attained by a time-integral performance criterion, i.e., the minimization of the integral of the time-weighted absolute error (ITAE), using, as a starting point, the values provided by the application of the Ziegler-Nichols tuning method.
机译:本文的重点是对反馈控制系统的描述,该系统基于先前制定的混合神经模型的预测,可以改善在脉动条件下进行的蛋白UF的性能。在不同情况下,对三种经典反馈控制器(即比例(P),比例积分(PI)和比例积分-微分(PID))的行为进行了比较和分析。定义每种控制器类型的特性方程式已添加到已经开发的混合模型中,以获得真实的闭环响应,从而实现控制器的正确设计和精确调整。观察到,当没有控制作用发生时,渗透通量趋向于逐渐衰减,并且比例控制仅能够在一定程度上减小这种衰减。相反,当使用正确调整的PI或PID控制器时,实际渗透通量和所需设定点之间的差异趋于为零。最终,通过时间积分性能标准(即时间加权绝对误差(ITAE)的积分的最小化)以控制器的可调参数来选择最佳值。值通过应用Ziegler-Nichols调整方法提供。

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