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A simple design method for interval type-2 fuzzy pid controllers

机译:区间2型模糊PID控制器的一种简单设计方法。

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In this study, a design method for single Input interval type-2 fuzzy PID controller has been developed. The most important feature of the proposed type-2 fuzzy controller is its simple structure consisting of a single input variable. The presented simple structure gives an opportunity to the designer to form the type-2 fuzzy controller output in closed form formulation for the first time in literature. This formulation cannot be achieved with present type-2 fuzzy PID controller structures which have employed the Karnik-Mendel type reduction. The closed form solution is derived in terms of the tuning parameters which are chosen as the heights of lower membership functions of the antecedent interval type-2 fuzzy sets. Elaborations are done on the derived closed form output and a simple strategy is presented for a single input type-2 fuzzy PID controller design. The presented interval type-2 fuzzy controller structure still keeps the most preferred features of the PID controller such as simplicity and easy design. We will illustrate how the extra degrees of freedom provided by the antecedent interval type-2 fuzzy sets can be used to enhance the control performance on linear and nonlinear benchmark systems by simulations. Moreover, the type-2 fuzzy controller structure has been implemented on experimental pH neutralization. The simulation and experimental results will illustrate that the proposed type-2 fuzzy controller produces superior control performance and can handle nonlinear dynamics, parameter uncertainties, noise and disturbances better in comparison with the standard PID controllers. Hence, the results and analyses of this study will give the control engineers an opportunity to draw a bridge and connect the type-2 fuzzy logic and control theory.
机译:在这项研究中,开发了一种单输入间隔2型模糊PID控制器的设计方法。所提出的2型模糊控制器的最重要特征是其简单的结构(由单个输入变量组成)。所呈现的简单结构为设计人员提供了机会,使文献中首次以封闭形式制定了2型模糊控制器输出。现有的采用Karnik-Mendel类型归约的2型模糊PID控制器结构无法实现该公式。封闭形式的解决方案是根据调整参数得出的,这些调整参数被选为先前区间2型模糊集的较低隶属度函数的高度。对导出的闭合形式输出进行了详细说明,并提出了一种用于单输入2型模糊PID控制器设计的简单策略。提出的间隔2型模糊控制器结构仍然保留了PID控制器最喜欢的功能,例如简单易用。我们将说明如何通过模拟将前区间2型模糊集提供的额外自由度用于增强线性和非线性基准系统的控制性能。此外,类型2模糊控制器结构已在实验pH中和中实现。仿真和实验结果表明,与标准PID控制器相比,所提出的2型模糊控制器具有优越的控制性能,并且能够更好地处理非线性动力学,参数不确定性,噪声和干扰。因此,本研究的结果和分析将为控制工程师提供一个桥梁,并连接2型模糊逻辑和控制理论。

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