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首页> 外文期刊>International journal of machine learning and cybernetics >Optimal gray PID controller design for automatic voltage regulator system via imperialist competitive algorithm
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Optimal gray PID controller design for automatic voltage regulator system via imperialist competitive algorithm

机译:基于帝国竞争算法的自动调压系统最优灰色PID控制器设计

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摘要

Automatic voltage regulator (AVR) is an equipment maintaining the terminal voltage of generators to a specific level all the time and under any load conditions. Many controllers for AVR system are designed based on a linearized normal model of AVR system and they are not robust enough against uncertainties such as parameter variation and load change in the system. In this paper, a gray PID (GPID) controller is designed for AVR system. The GPID controller consists of two parts, i.e. a conventional PID controller together with a gray compensation controller. In GPID controller, gray GM (0, N) model is used to estimate the uncertainties online, and a gray compensation controller is constructed according the estimation results to eliminate the effect of uncertainties. To further improve its performance, the GPID controller's parameters are optimized through a new evolutionary algorithm, i.e., imperialist competitive algorithm (ICA). The proposed GPID controller can effectively deal with the uncertainties in AVR system. Simulation results illustrate its effectiveness of the proposed control scheme.
机译:自动电压调节器(AVR)是在任何负载条件下始终将发电机的端电压保持在特定水平的设备。许多用于AVR系统的控制器都是基于AVR系统的线性化正常模型而设计的,它们对于诸如参数变化和系统负载变化等不确定性的鲁棒性不足。本文针对AVR系统设计了灰色PID(GPID)控制器。 GPID控制器由两部分组成,即常规的PID控制器和灰度补偿控制器。在GPID控制器中,使用灰色GM(0,N)模型在线估计不确定性,并根据估计结果构造灰色补偿控制器以消除不确定性的影响。为了进一步提高其性能,GPID控制器的参数通过新的进化算法,即帝国主义竞争算法(ICA)进行了优化。所提出的GPID控制器可以有效地处理AVR系统中的不确定性。仿真结果说明了所提出控制方案的有效性。

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  • 作者单位

    Institute of Electrical Engineering, Yanshan University, 066004 Qinhuangdao, Hebei, China,National Engineering Research Center for Equipment and Technology of Cold Strip Rolling, 066004 Qinhuangdao, Hebei, China;

    Institute of Electrical Engineering, Yanshan University, 066004 Qinhuangdao, Hebei, China,National Engineering Research Center for Equipment and Technology of Cold Strip Rolling, 066004 Qinhuangdao, Hebei, China;

    Institute of Electrical Engineering, Yanshan University, 066004 Qinhuangdao, Hebei, China,National Engineering Research Center for Equipment and Technology of Cold Strip Rolling, 066004 Qinhuangdao, Hebei, China;

    Institute of Electrical Engineering, Yanshan University, 066004 Qinhuangdao, Hebei, China,National Engineering Research Center for Equipment and Technology of Cold Strip Rolling, 066004 Qinhuangdao, Hebei, China;

    Key Laboratory of System Control and Information Processing, Ministry of Education, 200240 Shanghai, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    AVR system; PID control; Gray model; ICA algorithm;

    机译:AVR系统;PID控制灰色模型;ICA算法;

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