Fuzzy Grey Model for Forecasting Non-homogeneous Exponential Sequence

被引:0
|
作者
Lei Cao
Xiyu Cao
Qiangqiang Wang
Yiqiu Cao
机构
[1] University of Electronic Science and Technology of China,School of Computer Science
[2] Zhongshan Institute,School of Economics and Commerce, University of Electronic Science and Technology of China
[3] Zhongshan Institute,School of Business Administration
[4] Dongbei University of Finance and Economics,Lingnan College
[5] Sun Yat-Sen University,undefined
来源
International Journal of Fuzzy Systems | 2022年 / 24卷
关键词
Grey system theory; Fuzzy theory; Non-homogeneous exponential sequence; Credibility theory;
D O I
暂无
中图分类号
学科分类号
摘要
Getting accurate results when GM (1, 1) model is used for fitting and predicting approximate non-homogeneous exponential sequence, is a challenge. We sought to address this issue by combining Grey Theory and Credibility Theory, to develop a fuzzy GM (1, 1) model (FGM), which introduces the double exponential fuzzy numbers and its membership function. The expectation of fuzzy variables for replacing the non-homogeneous exponential sequence was calculated by Credibility Theory, i.e. the homogeneous process. The novel method yields unbiased results when used in fitting and predicting the tight non-homogeneous exponential sequence. Finally, we use an empirical case and a numerical sequence case to illustrate the effectiveness, feasibility, and optimization of the FGM (1, 1) model.
引用
收藏
页码:957 / 966
页数:9
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