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Fuzzy Multivariable Control Strategy Applied to a Refrigeration System

机译:模糊多变量控制策略应用于制冷系统

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摘要

The refrigeration process involves complex systems exhibiting nonlinearities and coupled behavior, so this paper aims to evaluate the comparative performance of a multivariable fuzzy logic-based control system and a classic multi loop PID. The process variables were the temperature of the secondary fluid (propylene glycol) outlet and the evaporating temperature. The manipulated variables were the compressor frequency speed and the pump frequency speed. Aspen Plus and Aspen Dynamics simulators were used to simulate the experimental prototype. The model was previously validated and linked with MATLAB software, where the controllers were implemented. Tuning of the fuzzy controller was performed through the membership functions and gains adjustments. The tuning of the multi loop PID controller was performed using the Ziegler-Nichols method and then a fine tuning was carried out. In order to fairly compare energy consumption and control effort, the tune of PIDbased strategy was finished when similar values of Integral of Squared Error were achieved. Thus, very similar behavior for the process variables in both controllers. On the other hand, a great improvement in the control effort and energy saving was observed when the multivariable fuzzy controller was used in comparison to classic PID. The energy consumption was reduced by 25% and the control effort by 96% when the proposed strategy was used.
机译:制冷方法涉及复杂的系统,呈现非线性和耦合行为,因此本文旨在评估多变量模糊逻辑控制系统和经典多循环PID的比较性能。过程变量是二次流体(丙二醇)出口的温度和蒸发温度。操纵变量是压缩机频率速度和泵频率。 Aspen Plus和Aspen Dynamics模拟器用于模拟实验原型。先前,该模型预先验证并与Matlab软件相关联,该软件实施了控制器。通过隶属函数进行模糊控制器的调整并进行调整。使用Ziegler-Nichols方法执行多循环PID控制器的调谐,然后执行微调。为了公平地比较能量消耗和控制力,当实现平方误差的相似值时,PIDACED策略的曲调已经完成。因此,两个控制器中的过程变量非常相似的行为。另一方面,当与经典PID相比使用多变量模糊控制器时,观察到控制努力和节能的巨大改进。当使用拟议策略时,能源消耗减少了25%,控制力量减少了96%。

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