Modelless Data Quality Improvement of Streaming Synchrophasor Measurements by Exploiting the Low-Rank Hankel Structure

被引:57
作者
Hao, Yingshuai [1 ]
Wang, Meng [1 ]
Chow, Joe H. [1 ]
Farantatos, Evangelos [2 ]
Patel, Mahendra [3 ]
机构
[1] Rensselaer Polytech Inst, Dept Elect Comp & Syst Engn, Troy, NY 12180 USA
[2] Elect Power Res Inst, 3412 Hillview Ave, Palo Alto, CA 94304 USA
[3] Elect Power Res Inst, Knoxville, TN 37932 USA
关键词
Missing data recovery; bad data detection; phasor measurement unit; Hankel matrix; low dimensionality; IDENTIFICATION; TRACKING;
D O I
10.1109/TPWRS.2018.2850708
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 paper presents a new framework to improve the quality of streaming synchrophasor measurements with the existence of missing data and bad data. The method exploits the low-rank property of the Hankel structure to identify and correct bad data, as well as to estimate and fill in the missing data. The method is advantageous compared to existing methods in the literature that only estimate missing data by leveraging the low-rank property of the synchrophasor data observation matrix. The proposed algorithm can efficiently differentiate event data from bad data, even in the existence of simultaneous and consecutive bad data. The algorithm has been verified through numerical experiments on recorded synchrophasor datasets.
引用
收藏
页码:6966 / 6977
页数:12
相关论文
共 21 条
  • [1] [Anonymous], POWER SYSTEM STABILI
  • [2] [Anonymous], 2011, tech. rep
  • [3] [Anonymous], 2014, Advances in Neural Information Processing Systems
  • [4] Balzano L., 2010, 2010 48th Annual Allerton Conference on Communication, Control, and Computing (Allerton), P704, DOI 10.1109/ALLERTON.2010.5706976
  • [5] High-Dimensional Matched Subspace Detection When Data are Missing
    Balzano, Laura
    Recht, Benjamin
    Nowak, Robert
    [J]. 2010 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, 2010, : 1638 - 1642
  • [6] Exact Matrix Completion via Convex Optimization
    Candes, Emmanuel J.
    Recht, Benjamin
    [J]. FOUNDATIONS OF COMPUTATIONAL MATHEMATICS, 2009, 9 (06) : 717 - 772
  • [7] PETRELS: Parallel Subspace Estimation and Tracking by Recursive Least Squares From Partial Observations
    Chi, Yuejie
    Eldar, Yonina C.
    Calderbank, Robert
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2013, 61 (23) : 5947 - 5959
  • [8] Dahal N, 2012, TRANS DISTRIB CONF
  • [9] Synchronized Phasor Measurement Applications in Power Systems
    De La Ree, Jaime
    Centeno, Virgilio
    Thorp, James S.
    Phadke, A. G.
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2010, 1 (01) : 20 - 27
  • [10] HANKEL MATRIX RANK MINIMIZATION WITH APPLICATIONS TO SYSTEM IDENTIFICATION AND REALIZATION
    Fazel, Maryam
    Pong, Ting Kei
    Sun, Defeng
    Tseng, Paul
    [J]. SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2013, 34 (03) : 946 - 977