Short-Term Bus Load Matching and Forecasting Model

被引:0
|
作者
Li, Ran [1 ]
Sun, Chenjun [2 ]
Liu, Yang [1 ]
Peng, Lilin [1 ]
Zeng, Ming [1 ]
机构
[1] North China Elect Power Univ, Sch Econ & Management, Beijing 102206, Peoples R China
[2] State Grid Hebei Elect Power Co, Shijiazhuang 050000, Hebei Province, Peoples R China
关键词
Short-term bus load forecasting; Least squares support vector machine (LSSVM); Matching model; Subtractive clustering;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Bus load forecasting is the foundation to make power grid to be secure, economic and efficient, and also is the concrete measure and effective way to promote national energy saving and emissions reduction. Based on daily load curve of typical areas, and by means of subtractive clustering, the regional bus load was classified and bus load matching model was constructed. Furthermore, bus load forecasting model with the least squares support vector machine model (LSSVM) was put forward. Finally, the validity of load matching and forecasting model was verified by numerical examples.
引用
收藏
页码:206 / 210
页数:5
相关论文
共 50 条
  • [1] An Aggregate Model Applied To the Short-Term Bus Load Forecasting Problem
    Salgado, Ricardo Menezes
    Ballini, Rosangela
    Ohishi, Takaaki
    [J]. 2009 IEEE/PES POWER SYSTEMS CONFERENCE AND EXPOSITION, VOLS 1-3, 2009, : 432 - +
  • [2] Hybrid Computational Intelligence Model for Short-Term Bus Load Forecasting
    Panapakidis, Ioannis P.
    Christoforidis, George C.
    Papagiannis, Grigoris K.
    [J]. 2015 IEEE 15TH INTERNATIONAL CONFERENCE ON ENVIRONMENT AND ELECTRICAL ENGINEERING (IEEE EEEIC 2015), 2015, : 2029 - 2034
  • [3] Short-term bus load forecasting based on XGBoost and Stacking model fusion
    Liu, Bo
    Qin, Chuan
    Ju, Ping
    Zhao, Jingbo
    Chen, Yanxiang
    Zhao, Jian
    [J]. Dianli Zidonghua Shebei/Electric Power Automation Equipment, 2020, 40 (03): : 147 - 153
  • [4] Short-term bus load forecasting based on grey model and Kalman smoother
    Wei, Shaoyan
    Wu, Junyong
    [J]. Diangong Jishu Xuebao/Transactions of China Electrotechnical Society, 2010, 25 (02): : 158 - 162
  • [5] An Hybrid Aggregate Model Applied To the Short-Term Bus Load Forecasting Problem
    Salgado, Ricardo Menezes
    Ballini, Rosangela
    Ohishi, Takaaki
    [J]. 2009 IEEE BUCHAREST POWERTECH, VOLS 1-5, 2009, : 974 - +
  • [6] Study of Super Short-Term Bus Load Forecasting Model Based on Similar Ranges
    Niu, Dongxiao
    Chen, Yanchao
    Fan, Jiao
    Ma, Qingguo
    Tan, Qinliang
    [J]. POWER AND ENERGY SYSTEMS III, 2014, 492 : 482 - +
  • [7] Combination model for short-term load forecasting
    School of Information and Electromechanical Engineering, Shanghai Normal University, Shanghai, 0086/Shanghai, China
    [J]. Chen, Q. (hellowangchenchen@163.com), 1600, Bentham Science Publishers B.V., P.O. Box 294, Bussum, 1400 AG, Netherlands (05):
  • [8] AN ACCURATE MODEL FOR SHORT-TERM LOAD FORECASTING
    ABOUHUSSIEN, MS
    KANDIL, MS
    TANTAWY, MA
    FARGHAL, SA
    [J]. IEEE TRANSACTIONS ON POWER APPARATUS AND SYSTEMS, 1981, 100 (09): : 4158 - 4165
  • [9] SHORT-TERM LOAD FORECASTING
    GROSS, G
    GALIANA, FD
    [J]. PROCEEDINGS OF THE IEEE, 1987, 75 (12) : 1558 - 1573
  • [10] Short-Term Load Forecasting Based on the Transformer Model
    Zhao, Zezheng
    Xia, Chunqiu
    Chi, Lian
    Chang, Xiaomin
    Li, Wei
    Yang, Ting
    Zomaya, Albert Y.
    [J]. INFORMATION, 2021, 12 (12)