Power System State Forecasting Using Regression Analysis

被引:0
|
作者
Hassanzadeh, Mohammad [1 ]
Evrenosoglu, Cansin Yaman [1 ]
机构
[1] Virginia Tech, Bradley Dept Elect & Comp Engn, Blacksburg, VA 24061 USA
关键词
MODEL; IMPLEMENTATION; ESTIMATOR;
D O I
暂无
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 block-diagonal state transition matrix based on regression analysis. The state transition matrix is used to forecast the system state, which is subsequently corrected through extended Kalman filter in classical dynamic state estimation (DSE). The transition matrix is updated when new online measurement data are available. The forecasting accuracy can be traded off according to the frequency of the updates. The tests on IEEE 14- and 30-bus system show improvement in the state forecasting accuracy when compared to the existing state forecasting methods in dynamic state estimation.
引用
收藏
页数:6
相关论文
共 50 条
  • [21] FORECASTING MODELING AND SIMULATION ANALYSIS OF A POWER SYSTEM IN CHINA, BASED ON A CLASS OF SEMI-PARAMETRIC REGRESSION APPROACH
    Wang, Xiaojia
    Chen, Zhiqiang
    Yang, Shanlin
    SOUTH AFRICAN JOURNAL OF INDUSTRIAL ENGINEERING, 2012, 23 (03): : 154 - 168
  • [22] Application of Support Vector Regression in Power System Short Term Load Forecasting
    Jiang, Huilan
    Yu, Xiaoming
    Yu, Yaozhou
    ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 2, PROCEEDINGS, 2008, : 26 - +
  • [23] FORECASTING OF INFECTION PREVALENCE OF HELICOBACTER PYLORI USING REGRESSION ANALYSIS
    Usarov, Komiljon
    Ahmedov, Anvarjon
    Abasiyanik, Mustafa Fatih
    Khalif, Ku Muhammad Na'im Ku
    IIUM ENGINEERING JOURNAL, 2022, 23 (02): : 183 - 192
  • [24] Forecasting Refugee of Debris Flow Using Multiple Regression Analysis
    Yang, Ming-Der
    Shao, Chun-Hao
    Chen, Yi-Ping
    PROGRESS IN INDUSTRIAL AND CIVIL ENGINEERING II, PTS 1-4, 2013, 405-408 : 2311 - +
  • [25] Forecasting Naphtha Price Crack Using Multiple Regression Analysis
    Sung, Chaeeun
    Kwon, Hweeung
    Lee, Jinsuk
    Yoon, Haesub
    Moon, Il
    11TH INTERNATIONAL SYMPOSIUM ON PROCESS SYSTEMS ENGINEERING, PTS A AND B, 2012, 31 : 145 - 149
  • [26] Forecasting bridge deck conditions using fuzzy regression analysis
    Pan, Nang-Fei
    JOURNAL OF THE CHINESE INSTITUTE OF ENGINEERS, 2007, 30 (04) : 593 - 603
  • [27] Wireless Power Consumption Monitoring and Analysis System Using Winter's Forecasting Method
    Enriquez, Dominic Joseph R.
    Villanueva, Marcel Lowell G.
    Dumlao, Samuel Matthew G.
    Reyes, Rosula S. J.
    TENCON 2015 - 2015 IEEE REGION 10 CONFERENCE, 2015,
  • [28] Multi-step ahead forecasting in electrical power system using a hybrid forecasting system
    Du, Pei
    Wang, Jianzhou
    Yang, Wendong
    Niu, Tong
    RENEWABLE ENERGY, 2018, 122 : 533 - 550
  • [29] Forecasting weather-related power outages using weighted logistic regression
    Sharma, Vinayak
    Hong, Tao
    Cecchi, Valentina
    Hofmann, Alex
    Lee, Ji Yoon
    IET SMART GRID, 2023, 6 (05) : 470 - 479
  • [30] Power load probability density forecasting using Gaussian process quantile regression
    Yang, Yandong
    Li, Shufang
    Li, Wenqi
    Qu, Meijun
    APPLIED ENERGY, 2018, 213 : 499 - 509