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
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