Suppr超能文献

一种基于主成分分析(PCA)的参数集映射的新型线性参数变化(LPV)建模方法,用于设计电力系统稳定器(PSS)。

A new LPV modeling approach using PCA-based parameter set mapping to design a PSS.

作者信息

Jabali Mohammad B Abolhasani, Kazemi Mohammad H

机构信息

Department of Electrical Engineering, Shahed University, Opposite Holy Shrine of Imam Khomeini, Khalij Fars Expressway, P.O. Box: 18155/159, 3319118651, Tehran, Iran.

出版信息

J Adv Res. 2017 Jan;8(1):23-32. doi: 10.1016/j.jare.2016.10.006. Epub 2016 Nov 2.

Abstract

This paper presents a new methodology for the modeling and control of power systems based on an uncertain polytopic linear parameter-varying (LPV) approach using parameter set mapping with principle component analysis (PCA). An LPV representation of the power system dynamics is generated by linearization of its differential-algebraic equations about the transient operating points for some given specific faults containing the system nonlinear properties. The time response of the output signal in the transient state plays the role of the scheduling signal that is used to construct the LPV model. A set of sample points of the dynamic response is formed to generate an initial LPV model. PCA-based parameter set mapping is used to reduce the number of models and generate a reduced LPV model. This model is used to design a robust pole placement controller to assign the poles of the power system in a linear matrix inequality (LMI) region, such that the response of the power system has a proper damping ratio for all of the different oscillation modes. The proposed scheme is applied to controller synthesis of a power system stabilizer, and its performance is compared with a tuned standard conventional PSS using nonlinear simulation of a multi-machine power network. The results under various conditions show the robust performance of the proposed controller.

摘要

本文提出了一种基于不确定多面体线性参数变化(LPV)方法的电力系统建模与控制新方法,该方法使用主成分分析(PCA)的参数集映射。通过对电力系统微分代数方程在包含系统非线性特性的某些给定特定故障的暂态运行点处进行线性化,生成电力系统动态的LPV表示。暂态输出信号的时间响应充当用于构建LPV模型的调度信号。形成一组动态响应的采样点以生成初始LPV模型。基于PCA的参数集映射用于减少模型数量并生成简化的LPV模型。该模型用于设计鲁棒极点配置控制器,以将电力系统的极点分配到线性矩阵不等式(LMI)区域,使得电力系统的响应对于所有不同的振荡模式都具有适当的阻尼比。所提出的方案应用于电力系统稳定器的控制器综合,并使用多机电力网络的非线性仿真将其性能与调谐的标准传统PSS进行比较。各种条件下的结果表明了所提出控制器的鲁棒性能。

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验