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A big bang-big crunch optimization based approach for interval type-2 fuzzy PID controller design

机译:基于爆炸的突击型攻击优化方法,用于间隔类型-2模糊PID控制器设计

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In this paper, we will present a big bang-big crunch optimization (BB-BC) based approach for the design of an interval type-2 fuzzy PID controller. The implemented global optimization algorithm has a low computational cost and a high convergence speed. As a consequence, the BB-BC method is a very efficient search algorithm when the number of the optimization parameters is relatively big. The optimized type-2 fuzzy controller is compared with PID and type-1 fuzzy PID controllers which were optimized with either the BB-BC optimization method or conventional design strategies. The paper will also show the effect the extra degrees of freedom provided by the antecedent interval type-2 fuzzy sets on the closed loop system performance. We will present a comparative study performed on the highly nonlinear cascaded tank process to show the superiority of the optimized interval type-2 fuzzy PID controller compared to its optimized PID, type-1 counterparts.
机译:在本文中,我们将介绍一个基于BANG-BIG CRUNCURING优化(BB-BC)的间隔类型-2模糊PID控制器的设计方法。 实现的全局优化算法具有低计算成本和高收敛速度。 结果,当优化参数的数量相对大时,BB-BC方法是一个非常有效的搜索算法。 将优化的2型模糊控制器与PID和Type-1模糊PID控制器进行比较,其用BB-BC优化方法或传统设计策略进行了优化。 本文还将显示由先前间隔类型-2模糊集提供的额外自由度对闭环系统性能的影响。 我们将在高度非线性级联罐过程中进行比较研究,以显示与其优化的PID类型-1对应物相比优化的间隔类型-2模糊PID控制器的优势。

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