GM (1,1) Model Application in Power Load Forecasting Based on Moving Average Method

被引:0
作者
Zhu, Qian [1 ]
Jia, Xiangdan [1 ]
机构
[1] Hebei Finance Univ, Dept Econ & Business, Baoding 071051, Peoples R China
来源
2013 2ND INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION AND MEASUREMENT, SENSOR NETWORK AND AUTOMATION (IMSNA) | 2013年
关键词
Grey prediction; Load forecasting; Sliding average method; Prediction accuracy;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Grey prediction has advantages of need less historical data, foperating speed is fast, algorithm is simple, easy to test, so it is suitable for use in power load forecasting. But grey model has some limitations, the data dispersion degree is more bigger, the gray is also more bigger, it will reduce the accuracy of prediction. This paper adopts the moving average method to improve the raw data, so as to increase the data weights, while avoiding predicted value excessive volatility, So it can improve the load forecast accuracy.
引用
收藏
页码:289 / 291
页数:3
相关论文
共 50 条
  • [1] The Application of the Optimal GM (1,1) Model for Heating Load Forecasting
    Fan Guojuan
    Li Bo
    Mu Wanquan
    Ji Cun
    PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON MECHATRONICS, MATERIALS, CHEMISTRY AND COMPUTER ENGINEERING 2015 (ICMMCCE 2015), 2015, 39 : 1880 - 1883
  • [2] Estimation of GM(1,1) Model Parameters Based on LS-SVM Algorithm and Application in Load Forecasting
    Zhou, Deqiang
    INTERNATIONAL CONFERENCE ON ENGINEERING AND BUSINESS MANAGEMENT (EBM2011), VOLS 1-6, 2011, : 3538 - 3541
  • [3] UGM (1,1) Model and Its Application to Electric Load Forecasting
    Ji, Peirong
    Huang, Qiang
    Zou, Wei
    ADVANCED BUILDING MATERIALS AND STRUCTURAL ENGINEERING, 2012, 461 : 493 - +
  • [4] Power Load Forecasting Based on GOM(1,1) Model Under the Condition of Missing Data
    Zhu Ji-ran
    Xu Yuan-can
    Leng Hua
    Tang Hai-guo
    Gong Han-yang
    Zhang Zhi-dan
    2016 IEEE PES ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2016, : 2461 - 2464
  • [5] Generalized GM(1,1) Model and Its Application
    Cheng, Maolin
    Xiang, Minyin
    JOURNAL OF GREY SYSTEM, 2017, 29 (03) : 110 - 122
  • [6] Bootstrap Forecasting Method of Uncertainty for Rolling Bearing Vibration Performance Based on GM(1,1)
    Xia, Xintao
    Meng, Yanyan
    Shi, Baoji
    Qiu, Ming
    JOURNAL OF GREY SYSTEM, 2015, 27 (02) : 78 - 92
  • [7] Improvement and application of GM(1,1) model based on multivariable dynamic optimization
    WANG Yuhong
    LU Jie
    JournalofSystemsEngineeringandElectronics, 2020, 31 (03) : 593 - 601
  • [8] Improvement and application of GM(1,1) model based on multivariable dynamic optimization
    Wang Yuhong
    Lu Jie
    JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2020, 31 (03) : 593 - 601
  • [9] Energy demand forecasting using a novel remnant GM(1,1) model
    Yi-Chung Hu
    Soft Computing, 2020, 24 : 13903 - 13912
  • [10] Energy demand forecasting using a novel remnant GM(1,1) model
    Hu, Yi-Chung
    SOFT COMPUTING, 2020, 24 (18) : 13903 - 13912