Estimation of low-frequency modes in power system using robust modified Prony

被引:35
作者
Rai, Shekha [1 ]
Lalani, Dhaval [1 ]
Nayak, Sisir Kumar [1 ]
Jacob, Tony [1 ]
Tripathy, Praveen [1 ]
机构
[1] Indian Inst Technol, Dept Elect & Elect Engn, Gauhati 781039, Assam, India
关键词
SIGNAL STABILITY ANALYSIS; IDENTIFICATION; PARAMETERS; ALGORITHM; ESPRIT;
D O I
10.1049/iet-gtd.2015.0663
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This study proposes to modify improved Prony method by suggesting to use robust covariance matrix for the identification of low frequency power system modes utilising the real time data obtained from phasor measurement unit. The methods reported in the current literature are many based on l(2)-norm minimisation, the estimated modes from these methods are severely affected in the presence of an outlier or bad measurements. Hence, there is a need to develop the method which can provide a good estimate of the modes even in the presence of outliers in the measurements. In order to mitigate the effect of such bad data, this study proposes a robust Prony estimator for estimating the low frequency modes of power systems. The method is based on minimum covariance determinant technique to find the robust covariance followed by improved Prony to estimate the modes. In this study the proposed method is compared with other methods such as improved Prony, etc. on synthetic test signal at different signal-to-noise ratio in the presence of outliers. Furthermore, the effectiveness of the proposed method is also shown on two area system and real time probing data of the Western Electricity Coordinating Council network.
引用
收藏
页码:1401 / 1409
页数:9
相关论文
共 35 条
[1]  
[Anonymous], 2005, REPORT DATA WECC
[2]   Variable Projection Method for Power System Modal Identification [J].
Borden, Alexander R. ;
Lesieutre, Bernard C. .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2014, 29 (06) :2613-2620
[3]   EIGENVALUE ANALYSIS OF SYNCHRONIZING POWER FLOW OSCILLATIONS IN LARGE ELECTRIC-POWER SYSTEMS [J].
BYERLY, RT ;
BENNON, RJ ;
SHERMAN, DE .
IEEE TRANSACTIONS ON POWER APPARATUS AND SYSTEMS, 1982, 101 (01) :235-243
[4]   Robust statistics in data analysis - A review basic concepts [J].
Daszykowski, M. ;
Kaczmarek, K. ;
Heyden, Y. Vander ;
Walczak, B. .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2007, 85 (02) :203-219
[5]   A QUANTITATIVE STUDY OF PITFALLS IN THE FFT [J].
GIRGIS, AA ;
HAM, FM .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1980, 16 (04) :434-439
[6]  
Golub GH., 2013, MATRIX COMPUTATIONS
[7]   Estimating interharmonics by using sliding-window ESPRIT [J].
Gu, Irene Yu-Hua ;
Bollen, Math H. J. .
IEEE TRANSACTIONS ON POWER DELIVERY, 2008, 23 (01) :13-23
[8]   APPLICATION OF PRONY ANALYSIS TO THE DETERMINATION OF MODAL CONTENT AND EQUIVALENT MODELS FOR MEASURED POWER-SYSTEM RESPONSE [J].
HAUER, JF .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1991, 6 (03) :1062-1068
[9]   INITIAL RESULTS IN PRONY ANALYSIS OF POWER-SYSTEM RESPONSE SIGNALS [J].
HAUER, JF ;
DEMEURE, CJ ;
SCHARF, LL .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1990, 5 (01) :80-89
[10]  
Hildebrand F., 1956, DOVER BOOKS ADV MATH