一种基于增强协同搜索算法的级联RPIDD2-PI控制器

IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Davut Izci, Fatma A. Hashim, Serdar Ekinci, Sahar F. Sabbeh, Mohit Bajaj, Lukas Prokop, Ievgen Zaitsev
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引用次数: 0

摘要

电压调节对于维持电力系统的稳定性和效率至关重要,而自动电压调节器(avr)在确保稳定的电压水平和减少干扰方面发挥着关键作用。在这项研究中,提出了一种新的级联控制器,称为RPIDD2-PI,用于AVR系统,代表了其在文献中的第一个已知应用。该控制器旨在通过提高精度,稳定性和动态响应能力来增强电压调节。为了优化控制器参数,提出了一种改进的元启发式算法——增强合作搜索算法(ECSA)。该算法结合了控制随机化、线性传递函数、自适应p-best突变策略和贪婪选择机制等特点。这些增强功能在优化过程中提供了勘探和开发之间的平衡权衡。仿真结果表明,ecsa调谐控制器具有良好的动态性能,其上升时间为0.0314 s,沉降时间为0.0472 s,超调量为零,优于现有方法。多次运行的标准偏差为7.9591E−05,突出了解决方案的一致性和鲁棒性。鲁棒性测试证实了控制器在放大器、励磁器和发电机组件参数不确定情况下的可靠性,显示动态性能只有很小的变化。此外,所提出的控制器通过最小化振荡并能够快速返回稳态条件,表现出强大的瞬态稳定性。与2020年至2023年间发布的40多个基于优化的控制器进行比较研究,证实了ECSA具有更快的收敛速度和更高的效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

A Novel Cascaded RPIDD2-PI Controller Tuned by Enhanced Cooperation Search Algorithm for Automatic Voltage Regulator Systems

A Novel Cascaded RPIDD2-PI Controller Tuned by Enhanced Cooperation Search Algorithm for Automatic Voltage Regulator Systems

A Novel Cascaded RPIDD2-PI Controller Tuned by Enhanced Cooperation Search Algorithm for Automatic Voltage Regulator Systems

A Novel Cascaded RPIDD2-PI Controller Tuned by Enhanced Cooperation Search Algorithm for Automatic Voltage Regulator Systems

A Novel Cascaded RPIDD2-PI Controller Tuned by Enhanced Cooperation Search Algorithm for Automatic Voltage Regulator Systems

Voltage regulation is essential for maintaining the stability and efficiency of power systems, and automatic voltage regulators (AVRs) play a key role in ensuring consistent voltage levels and reducing disturbances. In this study, a novel cascaded controller, referred to as RPIDD2-PI, is proposed for AVR systems, representing its first known application in literature. The controller is designed to enhance voltage regulation by improving precision, stability, and dynamic responsiveness. To optimize the controller parameters, an improved metaheuristic algorithm called the enhanced cooperation search algorithm (ECSA) has been developed. This algorithm incorporates several features, including control randomization, a linear transfer function, an adaptive p-best mutation strategy, and a greedy selection mechanism. These enhancements provide a balanced trade-off between exploration and exploitation during the optimization process. Simulation results show that the ECSA-tuned controller achieves excellent dynamic performance, with a rise time of 0.0314 s, a settling time of 0.0472 s, and zero overshoot, outperforming existing methods. The standard deviation of 7.9591E−05 across multiple runs highlights the consistency and robustness of the solution. Robustness tests confirm the controller's reliability under parameter uncertainties in the amplifier, exciter, and generator components, showing only minor variations in dynamic performance. Furthermore, the proposed controller demonstrates strong transient stability by minimizing oscillations and enabling a fast return to steady-state conditions. Comparative studies against more than 40 recent optimization-based controllers published between 2020 and 2023 confirm that the ECSA offers faster convergence and higher efficiency.

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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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