Multi-Way Partitioning of Power Networks via Koopman Mode Analysis

被引：1

作者：

Raak, Fredrik ^{[1
]}

Susuki, Yoshihiko ^{[1
,2
]}

Hikihara, Takashi ^{[1
]}

机构：

[1] Kyoto Univ, Nishikyo Ku, Katsura, Kyoto 6158510, Japan

[2] JST CREST, Kawaguchi, Saitama 3320012, Japan

来源：

IFAC PAPERSONLINE | 2015年 / 48卷 / 30期

关键词：

Power system monitoring; spectral graph theory; power network partitioning; coherency identification; SPLITTING STRATEGIES; SPECTRAL PROPERTIES; SYSTEM; REDUCTION; OPERATION; ALGORITHM; FLOWS;

D O I：

10.1016/j.ifacol.2015.12.415

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper deals with the partitioning problem of power networks by applying the so-called Koopman Mode Analysis (KMA) to sampled voltage-angle data. KMA is based on The so-called Koopman operator defined arbitrary nonlinear dynamical system and provides an infinite dimensional but linear description of the evolving nonlinear dynamics. By compiling a set of dynamically relevant modes using the KMA, a new partitioning method for power networks is introduced, and multiple partitions are derived for a benchmark system. The obtained result is compared with two conventional methods previously applied to the partitioning problem; spectral graph theory and slow coherency. (C) 2015, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.

引用

页码：421 / 426

页数：6

共 22 条

[1] Applied Koopmanism
Budisic, Marko
Mohr, Ryan
Mezic, Igor
[J]. CHAOS, 2012, 22 (04)
[2] INERTIAL AND SLOW COHERENCY AGGREGATION ALGORITHMS FOR POWER-SYSTEM DYNAMIC-MODEL REDUCTION
CHOW, JH
GALARZA, R
ACCARI, P
PRICE, WW
[J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1995, 10 (02) : 680 - 685
[3] Two-Step Spectral Clustering Controlled Islanding Algorithm
Ding, Lei
Gonzalez-Longatt, Francisco M.
Wall, Peter
Terzija, Vladimir
[J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2013, 28 (01) : 75 - 84
[4] An efficient k-means clustering algorithm:: Analysis and implementation
Kanungo, T
Mount, DM
Netanyahu, NS
Piatko, CD
Silverman, R
Wu, AY
[J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (07) : 881 - 892
[5] Kundur P., 1994, ser. EPRI power system engineering series, V7
[6] Spectral properties of dynamical systems, model reduction and decompositions
Mezic, I
[J]. NONLINEAR DYNAMICS, 2005, 41 (1-3) : 309 - 325
[7] Analysis of Fluid Flows via Spectral Properties of the Koopman Operator
Mezic, Igor
[J]. ANNUAL REVIEW OF FLUID MECHANICS, VOL 45, 2013, 45 : 357 - 378
[8] An open source Power System Analysis Toolbox
Milano, F
[J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2005, 20 (03) : 1199 - 1206
[9] Raak F., 2015, IEEE T POWER SYSTEMS
[10] Raak Fredrik., 2014, Innovative_Smart Grid_Technologies_Conference_(ISGT),_2014_IEEE_PES, P1

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