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A gray model for increasing sequences with nonhomogeneous index trends based on fractional‐order accumulation.

Authors :
Zeng, Liang
Source :
Mathematical Methods in the Applied Sciences; 7/15/2018, Vol. 41 Issue 10, p3750-3763, 14p
Publication Year :
2018

Abstract

By comparing the class ratio deviation and restoring error of first‐order accumulation with that of fractional‐order accumulation, a gray model for monotonically increasing sequences can obtain optimal simulation accuracy via selecting a proper cumulative order. In this study, a gray model for increasing sequences with nonhomogeneous index trends based on fractional‐order accumulation is proposed. To reduce the modeling error caused by the background value and to improve the prediction accuracy of the model, an optimized model using the 3/8 Simpson formula is constructed. Finally, the 2 proposed models are used to predict the total energy consumption in China and the monthly sales of new products in an enterprise. Compared with the GM(1,1) model based on fractional‐order accumulation, the proposed model exhibits better simulation and prediction accuracy. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
01704214
Volume :
41
Issue :
10
Database :
Complementary Index
Journal :
Mathematical Methods in the Applied Sciences
Publication Type :
Academic Journal
Accession number :
130266631
Full Text :
https://doi.org/10.1002/mma.4862