Improvement and application of GM(1,1) model based on multivariable dynamic optimization

被引:20
|
作者
Wang Yuhong [1 ]
Lu Jie [1 ]
机构
[1] Jiangnan Univ, Sch Business, Wuxi 214122, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
grey prediction; GM(1,1) model; background value; grey system theory; GREY MODEL; PREDICTION PRECISION; ENERGY-CONSUMPTION;
D O I
10.23919/JSEE.2020.000024
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
For the classical GM(1,1) model, the prediction accuracy is not high, and the optimization of the initial and background values is one-sided. In this paper, the Lagrange mean value theorem is used to construct the background value as a variable related to k. At the same time, the initial value is set as a variable, and the corresponding optimal parameter and the time response formula are determined according to the minimum value of mean relative error (MRE). Combined with the domestic natural gas annual consumption data, the classical model and the improved GM(1,1) model are applied to the calculation and error comparison respectively. It proves that the improved model is better than any other models.
引用
收藏
页码:593 / 601
页数:9
相关论文
共 50 条
  • [41] Application scope of prediction model for interval grey number based on GM (1,1)
    Zhao, Lianming
    PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND MANAGEMENT INNOVATION, 2015, 28 : 53 - 57
  • [42] The modeling mechanism, extension and optimization of grey GM (1,1) model
    Xiao, Xin-ping
    Guo, Huan
    Mao, Shu-hua
    APPLIED MATHEMATICAL MODELLING, 2014, 38 (5-6) : 1896 - 1910
  • [43] An approach to increase prediction precision of GM(1,1) model based on optimization of the initial condition
    Wang, Yuhong
    Dang, Yaoguo
    Li, Yueqing
    Liu, Sifeng
    EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (08) : 5640 - 5644
  • [44] Nonlinear Optimization of GM(1,1) Model Based on Multi-parameter Background Value
    Zhan, Tangsen
    Xu, Hongyan
    COMPUTER AND COMPUTING TECHNOLOGIES IN AGRICULTURE V, PT III, 2012, 370 : 15 - 19
  • [45] Research on Improved GM (1,1) Model Based on Optimization of Initial Item and Background Value
    Wang, Yuhong
    Lu, Jie
    JOURNAL OF GREY SYSTEM, 2020, 32 (04): : 137 - 146
  • [46] The Improvement of Discrete GM(1,1) Prediction Model and its Solution Arithmetic
    Yao, Tian-Xiang
    Liu, Sifeng
    Dang, Yao-Guo
    Fang, Zhi-Geng
    Mi, Chuanmin
    2008 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-5, 2008, : 1417 - 1420
  • [47] The Morbidity of GM(1,1) Model
    Shen Chunguang
    Pei Linging
    Zhu Sheng
    2010 ETP/IITA CONFERENCE ON SYSTEM SCIENCE AND SIMULATION IN ENGINEERING (SSSE 2010), 2010, : 210 - 213
  • [48] The modeling of metabolic GM(1,1) prediction model and its application
    Yuan, JL
    Zhong, L
    Tong, QW
    Jiang, Q
    Progress in Intelligence Computation & Applications, 2005, : 718 - 722
  • [49] The study of α in GM(1,1) model
    Wen, JC
    Huang, KH
    Wen, KL
    JOURNAL OF THE CHINESE INSTITUTE OF ENGINEERS, 2000, 23 (05) : 583 - 589
  • [50] Modeling mechanism of the ameliorating GM(1,1) model and its application
    Li, Junfeng
    Yang, Aiping
    Dai, Wenzhan
    PROCEEDINGS OF 2007 IEEE INTERNATIONAL CONFERENCE ON GREY SYSTEMS AND INTELLIGENT SERVICES, VOLS 1 AND 2, 2007, : 533 - 536