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Design and Optimization of Fractional Order PI~λD~μ Controller Using Grey Wolf Optimizer for Automatic Voltage Regulator System

机译:使用灰狼优化器自动稳压系统的分数阶PI〜λdμ控制器的设计与优化

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Background: This paper presents a novel optimized Fractional-Order Proportional-Integral Derivative (FOPID) controller for controlling the terminal voltage of an automatic voltage regulator system. The parameters of the proposed controller are optimized using a recent meta-heuristic technique known as Grey Wolf Optimizer (GWO). Methods: A recent meta-heuristic technique known as Grey Wolf Optimizer (GWO) is used for fine tuning of FOPID controller parameters. Initial values of proportional gain (K_p), integral gain (K_i), and derivative gain (K_d) of the controller are tuned using Ziegler-Nichols (ZN) method where values of λ and μ are chosen randomly. A nonlinear fitness function consisting of rise-time, settling-time, maximum-overshoot and Integral of Time Square Error (ITSE) has been chosen as the fitness function for the proposed algorithm to get the optimum solution. Results: The proposed FOPID controller provides faster response (i.e. minimum rise-time (0.0292 sec.)), minimum settling time (0.1107sec.) and desired frequency domain characteristics (Gain margin=25.2, Phase margin=60.2). Conclusion: The proposed FOPID controller provide faster and better control action for AVR system. Additionally, it also improves the robustness of the system with respect to model uncertainties. Simulation results are validated with the existing techniques in the literature with the help of figures and also summarised in tables.
机译:背景:本文介绍了一种用于控制自动电压调节系统的端电压的新颖优化的分数级比例整体衍生物(FOPID)控制器。所提出的控制器的参数使用最近称为灰狼优化器(GWO)的元启发式技术进行了优化。方法:最近称为灰羽优化器(GWO)的元启发式技术用于FoPID控制器参数的微调。使用Ziegler-Nichols(Zn)方法调谐控制器的比例增益(K_P),积分增益(K_I)和导数增益(K_D)的初始值,其中随机选择λ和μ的值。选择了由上升时间,沉降时间,最大过冲和时间方误差(ITSE)的非线性健身功能,作为所提出的算法的健身功能,可以获得最佳解决方案。结果:所提出的FOPID控制器提供更快的响应(即最小上升时间(0.0292秒)),最小沉降时间(0.1107分。)和所需的频域特性(GAIN MARIN = 25.2,相位边缘= 60.2)。结论:建议的FoPID控制器为AVR系统提供更快和更好的控制作用。另外,它还改善了系统对模型不确定性的鲁棒性。仿真结果在图中验证了文献中的现有技术,并在表格中概述。

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