Recursive solution to approximate non-homogeneous unbiased GM(1,1) model and its application

被引:0
作者
Jiang, Yi-Xian [1 ]
Zhang, Qi-Shan [1 ]
机构
[1] School of Economics and Management, Fuzhou University, Fuzhou
来源
Kongzhi yu Juece/Control and Decision | 2015年 / 30卷 / 12期
关键词
Grey GM(1,1) model; Non-homogeneous exponential; Piecewise representation; Recursive solution; Time series;
D O I
10.13195/j.kzyjc.2014.1875
中图分类号
学科分类号
摘要
As there may be complex solutions in the traditional approximate non-homogeneous GM(1,1) model, this paper proposes the recursive solution to unbiased GM(1,1) model, which can reduce the errors from the differential equation to differential equation. And its predictive formulas are given under differentinital conditions with the recursive method. On this basis, by appling the recurisive formulas to time series piecewise representation, the method of time series piecewise representation based on the new model is proposed. The results show that the recursive model has higer fitting precision, and also verify the effectiveness and the practicability of the representation method of time series based on the grey forecasting model. © 2015, Northeast University. All right reserved.
引用
收藏
页码:2199 / 2204
页数:5
相关论文
共 12 条
[1]  
Liu S.F., Lin Y., Grey Information: Theory and Practice Applications, pp. 4-7, (2006)
[2]  
Wang Z.X., Dang Y.G., Liu S.F., The optimization of background value in GM(1,1) model, J of Grey System, 10, 2, pp. 69-74, (2007)
[3]  
Xie N.M., Liu S.F., Research on the non-homogenous discrete grey model and its parameter's properties, Systems Engineering and Electronics, 30, 5, pp. 863-867, (2008)
[4]  
Cui J., Dang Y.G., Liu S.F., Novel grey forecasting model and its modeling mechanism, Control and Decision, 24, 11, pp. 1702-1706, (2009)
[5]  
Zeng B., Liu S.F., Direct modeling approach of DGM(1,1) with approximate non-homogeneous exponential sequence, Systems Engineering-Theory & Practice, 31, 2, pp. 297-301, (2011)
[6]  
Chen F., Wei Y., Approximate non-homogeneous index sequece GM(1,1) model of grey derivative optimization, Systems Engineering-Theory & Practice, 33, 11, pp. 2874-2878, (2013)
[7]  
Zhan L.Q., Shi H.J., Methods and model of grey modeling for approximation non-homogenous exponential data, Systems Engineering-Theory & Practice, 33, 3, pp. 689-694, (2013)
[8]  
Song C., Pei T., Research progress in time series clustering methods based on caracteristics, Progress in Geography, 31, 10, pp. 1307-1317, (2012)
[9]  
Keogh E., Chakrabarti K., Mehrotra S., Et al., Locally adaptive dimensionality reduction for indexing large time series databases, ACM Transactions on Database Systems, 27, 2, pp. 188-228, (2001)
[10]  
Keogh E., The UCR time series data mining archive