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Performance analysis of optimal hybrid novel interval type-2 fractional order fuzzy logic controllers for fractional order systems

机译:分数阶系统最优混合新型区间2型分数阶模糊逻辑控制器的性能分析

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The main objective of this paper is to propose the family of hybrid novel interval type-2 fractional order fuzzy PID (IT2FO-FPID) controllers, which incorporates fractional order integro-differentiator, taking into its consideration the advantages of the interval type-2 fuzzy controllers (IT2FLCs) and fractional order PID (FOPID) controllers. The incorporation of IT2FLCs with FOPID controllers has been investigated in terms of time response measure for unit set-point response and unit load disturbance. The resulting different hybrid IT2FO-FPID controller structures are examined on different fractional order processes followed by robustness analysis. It is observed that incorporation of fractional order integro-differential operators made the proposed control structures less sensitive to the parameters change. For this reason, fractional order integro-differential operators are adopted as design variables along with input/output scaling factors for designing of effective novel controllers. In order to do reasonable comparison, the tuning of the family of hybrid IT2FO-FPID controllers' parameters is done with newly Artificial Bee Colony-Genetic Algorithm (ABC-GA) optimization technique to develop optimal closed loop performance by considering the objective function as weighted sum of control loop error index and control output. The simulation analyses are executed for two different non-integer order plus time delay fractional order process plants (NIOPTD-I and NIOPTD-II). These processes represent a sensible estimation of most process plants and are employed to examine the comparative qualities of the presented hybrid IT2FO-FPID controllers. Further, the performance comparison and the significance of the different proposed hybrid controllers are investigated under unit set-point response, load disturbance rejection, and small control signal or actuators requirement. In order to test the efficacy of proposed controllers, the robustness analysis such as parameter variations is also investigated. Finally, the simulation investigations explicitly suggest that proposed different hybrid IT2FO-FPID control structures can be recommended in terms of better step response, better load disturbance rejection, small control signal response, and parameters variation. (C) 2017 Elsevier Ltd. All rights reserved.
机译:本文的主要目的是提出一种混合新型区间2型分数阶模糊PID(IT2FO-FPID)控制器,该控制器结合了分数阶整数微分器,并考虑了区间2型模糊的优势控制器(IT2FLC)和分数阶PID(FOPID)控制器。已对IT2FLC与FOPID控制器的结合进行了研究,以针对单位设定点响应和单位负载干扰的时间响应度量进行了研究。在不同的分数阶过程上检查生成的不同的混合IT2FO-FPID控制器结构,然后进行健壮性分析。可以看出,分数阶整数微分算子的合并使所提出​​的控制结构对参数变化的敏感性降低。因此,采用分数阶积分微分算子作为设计变量以及输入/输出比例因子,以设计有效的新型控制器。为了进行合理的比较,使用新的人工蜂群遗传算法(ABC-GA)优化技术对混合IT2FO-FPID控制器的参数族进行了调整,以通过将目标函数视为加权来开发最佳闭环性能控制回路误差指数和控制输出之和。对两个不同的非整数加时间延迟分数阶加工厂(NIOPTD-I和NIOPTD-II)执行仿真分析。这些过程代表了大多数过程工厂的明智估计,并被用来检查所提出的混合IT2FO-FPID控制器的比较质量。此外,在单元设定点响应,负载扰动抑制以及较小的控制信号或执行器要求下,研究了不同建议的混合控制器的性能比较和意义。为了测试所提出的控制器的功效,还研究了鲁棒性分析(例如参数变化)。最后,仿真研究明确表明,就更好的阶跃响应,更好的负载干扰抑制,小的控制信号响应和参数变化而言,可以建议使用建议的不同混合IT2FO-FPID控制结构。 (C)2017 Elsevier Ltd.保留所有权利。

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