Real-time Automated Event Analysis and Supervisory Framework for Power Systems using Synchrophasor Measurements

被引:3
|
作者
Singh, Ajeet Kumar [1 ]
Fozdar, Manoj [1 ]
机构
[1] Malaviya Natl Inst Technol, Dept Elect Engn, Jaipur 302017, Rajasthan, India
关键词
power system disturbance; discrete wavelet transform; event detection; event localization; event classification; situational awareness; support vector machine; synchrophasor measurements; feature extraction; wide area monitoring systems (WAMS); DISTURBANCE IDENTIFICATION; SCHEME; LOCATION;
D O I
10.1080/15325008.2019.1628122
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 article presents a real-time event diagnosis approach for improved situational awareness in power systems using wide area synchrophasor measurements. A new index for early detection of events and a scheme for their geographical localization is proposed. A supervised learning-based event classification module is proposed for real-time identification of the events. The discontinuities generated in voltage and frequency measurements due to events are adequately localized in the wavelet domain. Therefore, the discrete wavelet transform is used for detection and localization of events. Time-frequency features are extracted from voltage and frequency measurements, and a multi-class support vector machine classifier is trained. A linear relationship between wavelet coefficients and the magnitude of disturbance triggered by the event is obtained. The proposed work functions as a supervisory layer above the traditional protection equipment and can validate its operation. The effectiveness of the proposed approach is demonstrated on the standard IEEE New England 39 bus test system.
引用
收藏
页码:823 / 837
页数:15
相关论文
共 50 条
  • [31] ISAAC: Intelligent Synchrophasor Data Real-Time Compression Framework for WAMS
    Ren, Wenyu
    Yardley, Timothy
    Nahrstedt, Klara
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON SMART GRID COMMUNICATIONS (SMARTGRIDCOMM), 2017, : 430 - 436
  • [32] Real-time communication in real-time control and analysis system for power systems
    Cui, Yuan
    Cheng, Lin
    Sun, Yuanzhang
    Li, Xiong
    Peng, Jiangnan
    Zhong, Zhian
    Zhang, Jianyun
    [J]. Dianli Xitong Zidonghue/Automation of Electric Power Systems, 2002, 26 (08): : 6 - 10
  • [33] Event Driven Systems and Their Real Time Supervisory Control Techniques
    Hu, Hesuan
    [J]. PROCEEDINGS OF THE 2019 IEEE 16TH INTERNATIONAL CONFERENCE ON NETWORKING, SENSING AND CONTROL (ICNSC 2019), 2019, : 5 - 5
  • [34] AutoDiagn: An Automated Real-Time Diagnosis Framework for Big Data Systems
    Demirbaga, Umit
    Wen, Zhenyu
    Noor, Ayman
    Mitra, Karan
    Alwasel, Khaled
    Garg, Saurabh
    Zomaya, Albert Y.
    Ranjan, Rajiv
    [J]. IEEE TRANSACTIONS ON COMPUTERS, 2022, 71 (05) : 1035 - 1048
  • [35] Real-time preemptive scheduling of sporadic tasks based on supervisory control of discrete event systems
    Park, Seong-Jin
    Cho, Kwang-Hyun
    [J]. INFORMATION SCIENCES, 2008, 178 (17) : 3393 - 3401
  • [36] Optimal Filtering for Grid Event Detection from Real-time Synchrophasor Data
    Konakalla, Sai Akhil R.
    de Callafon, Raymond
    [J]. INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE 2016 (ICCS 2016), 2016, 80 : 931 - 940
  • [37] A Phase Locked Loop-based Approach to Real-time Modal Analysis on Synchrophasor Measurements
    Sun, Kai
    Zhou, Qiang
    Liu, Yilu
    [J]. 2014 IEEE PES GENERAL MEETING - CONFERENCE & EXPOSITION, 2014,
  • [38] Real-time Analysis Using Discrete Wavelet Transform in Power Systems
    Nicolae, I. D.
    Nicolae, P. M.
    Nicolae, M. S.
    [J]. 2012 15TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE (EPE/PEMC), 2012,
  • [39] Specification and analysis of real-time systems using Real-Time Maude
    Ölveczky, PC
    Meseguer, J
    [J]. FUNDAMENTAL APPROACHES TO SOFTWARE ENGINEERING, PROCEEDINGS, 2004, 2984 : 354 - 358
  • [40] A Phase Locked Loop-Based Approach to Real-Time Modal Analysis on Synchrophasor Measurements
    Sun, Kai
    Zhou, Qiang
    Liu, Yilu
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2014, 5 (01) : 260 - 269