Design of an Improved Robust Fractional-Order PID Controller for Buck–Boost Converter using Snake Optimization Algorithm

IF 2.2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Seyyed Morteza Ghamari, Hasan Molaee, Mehrdad Ghahramani, Daryoush Habibi, Asma Aziz
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Abstract

With the increasing complexity of modern power systems, effective control of DC–DC converters has become crucial to ensure stability and efficiency. This paper focuses on optimizing the parameters of a known fractional-order proportional–integral–derivative (FOPID) controller for the control of a DC–DC buck–boost converter. The control of a DC–DC buck–boost converter is achieved using aFOPID approach. The gains of this technique have been enhanced utilizing the snake optimization (SO) algorithm. This converter exhibits unfavourable behaviour due to its non-minimum structure, necessitating a well-regulated controller to guarantee stability. The fractional concept is suggested here to enhance the dynamics of the classical PID controller, leveraging its simplicity and minimizing computational load in real-time applications. The fractional idea is an advantageous method that offers several benefits, such as reduced overshoot and settling time, enhanced frequency response, non-integer order dynamics, and, more importantly, higher robustness to noise and parametric variation. Despite the advantages reported by this control technique, a proper gain tuning is needed to enhance its dynamical performance and decrease its sensitivity to error. Thus, a modern algorithm known as SO tunes the values of the gains in the controller to affect the efficiency of this method. This algorithm is a novel strategy with numerous merits compared to others, using its bi-directional search and elite opposition-based learning strategies. The SO algorithm and its variants offer a promising alternative for solving optimization problems, combining efficiency, adaptability, and competitive performance. The contribution of this work lies in utilizing the SO algorithm to enhance the performance of the FOPID controller, enabling faster convergence and improved stability under varying operating conditions. The proposed approach is validated through both simulation and hardware-in-loop experiments, demonstrating superior performance compared to conventional control methods.

Abstract Image

基于Snake优化算法的Buck-Boost变换器改进鲁棒分数阶PID控制器设计
随着现代电力系统的日益复杂,有效控制DC-DC变换器已成为保证系统稳定性和效率的关键。本文研究了一种已知分数阶比例-积分-导数(FOPID)控制器的参数优化问题,用于DC-DC降压-升压变换器的控制。采用aFOPID方法实现了DC-DC降压升压变换器的控制。利用蛇形优化(SO)算法增强了该技术的增益。这种变换器由于其非最小结构而表现出不利的行为,需要一个良好调节的控制器来保证稳定性。本文建议采用分数概念来增强经典PID控制器的动态特性,利用其简单性并在实时应用中最大限度地减少计算负荷。分数思想是一种有利的方法,它提供了几个好处,例如减少超调和稳定时间,增强频率响应,非整数阶动力学,更重要的是,对噪声和参数变化具有更高的鲁棒性。尽管该控制技术具有许多优点,但需要适当的增益调谐来提高其动态性能并降低其对误差的敏感性。因此,一种称为SO的现代算法可以调整控制器中增益的值来影响该方法的效率。该算法利用双向搜索和基于精英对立的学习策略,是一种新颖的算法,与其他算法相比具有许多优点。SO算法及其变体为解决优化问题提供了一种有希望的替代方案,结合了效率、适应性和竞争性能。这项工作的贡献在于利用SO算法来提高FOPID控制器的性能,使其在不同的工作条件下能够更快地收敛并提高稳定性。通过仿真和硬件在环实验验证了该方法的有效性,与传统控制方法相比,该方法具有优越的性能。
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来源期刊
IET Control Theory and Applications
IET Control Theory and Applications 工程技术-工程:电子与电气
CiteScore
5.70
自引率
7.70%
发文量
167
审稿时长
5.1 months
期刊介绍: IET Control Theory & Applications is devoted to control systems in the broadest sense, covering new theoretical results and the applications of new and established control methods. Among the topics of interest are system modelling, identification and simulation, the analysis and design of control systems (including computer-aided design), and practical implementation. The scope encompasses technological, economic, physiological (biomedical) and other systems, including man-machine interfaces. Most of the papers published deal with original work from industrial and government laboratories and universities, but subject reviews and tutorial expositions of current methods are welcomed. Correspondence discussing published papers is also welcomed. Applications papers need not necessarily involve new theory. Papers which describe new realisations of established methods, or control techniques applied in a novel situation, or practical studies which compare various designs, would be of interest. Of particular value are theoretical papers which discuss the applicability of new work or applications which engender new theoretical applications.
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