Nonlinear optimization of proportional-integral controller in doubly-fed induction generator using the Gradient Extremum Seeking algorithm

Q3 Engineering
A. A. Sarić, A. Lj.
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引用次数: 1

Abstract

, Abstract: This paper deals with the problem of nonlinear optimization of proportional-integral (PI) controller in doubly-fed induction generator (DFIG), modeled by the detailed differential-algebraic equations (DAEs), and connected to a power system, where rest of the power system is represented only by measurements in connection point. The basic functions of PI controllers are secondary regulation of speed–active power and reactive power–voltage of multiple DFIGs connected in the same point (typical situation in wind farms). In the presence of PI controllers, stability of the transient responses depends largely on its parameters (proportional and integral part). To calculate optimal parameters of the PI controllers, an ‘Extremum Seeking’ (ES) algorithm was used, more precisely, its version that assumes that gradient can be calculated [hence the name ‘Gradient Extremum Seeking’ (GES)]. Optimization of the PI controller parameters is performed for a list of major disturbance trajectories recorded in historical database. The results obtained using the IEEE 14-bus test system show that PI controller parameters must be carefully chosen. Their effect on transient responses and stability of the power system with major disturbance (short circuit, outage etc.) conditions was additionally studied.
基于梯度极值求法的双馈感应发电机比例积分控制器非线性优化
摘要:本文研究了双馈感应发电机(DFIG)的比例积分(PI)控制器的非线性优化问题。DFIG采用详细的微分代数方程(DAEs)建模,并与电力系统相连,而电力系统的其余部分仅用连接点上的测量值表示。PI控制器的基本功能是对同一点连接的多台dfig的速度-有功功率和无功电压进行二次调节(风电场典型情况)。在PI控制器存在的情况下,暂态响应的稳定性很大程度上取决于其参数(比例和积分部分)。为了计算PI控制器的最优参数,使用了“极值搜索”(ES)算法,更准确地说,它的版本假设可以计算梯度[因此称为“梯度极值搜索”(GES)]。根据历史数据库中记录的一系列主要扰动轨迹,对PI控制器参数进行了优化。采用IEEE 14总线测试系统得到的结果表明,PI控制器参数必须仔细选择。此外,还研究了它们对大扰动(短路、停电等)条件下电力系统暂态响应和稳定性的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Serbian Journal of Electrical Engineering
Serbian Journal of Electrical Engineering Energy-Energy Engineering and Power Technology
CiteScore
1.30
自引率
0.00%
发文量
16
审稿时长
25 weeks
期刊介绍: The main aims of the Journal are to publish peer review papers giving results of the fundamental and applied research in the field of electrical engineering. The Journal covers a wide scope of problems in the following scientific fields: Applied and Theoretical Electromagnetics, Instrumentation and Measurement, Power Engineering, Power Systems, Electrical Machines, Electrical Drives, Electronics, Telecommunications, Computer Engineering, Automatic Control and Systems, Mechatronics, Electrical Materials, Information Technologies, Engineering Mathematics, etc.
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