An Improved Nonlinear Grey Bernoulli Model Combined with Fourier Series
Joint Authors
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-7, 7 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-10-11
Country of Publication
Egypt
No. of Pages
7
Main Subjects
Abstract EN
Grey forecasting is a dynamic forecasting model and has been widely used in various fields.
In recent years, many scholars have proposed new procedures or new models to improve the precision accuracy of grey forecasting for the fluctuating data sets.
However, the prediction accuracy of the grey forecasting models existing may not be always satisfactory in different scenario.
For example, the data are highly fluctuating are with lots of noise.
In order to deal with this issue, a Fourier Nonlinear Grey Bernoulli Model (1, 1) (abbreviated as F-NGBM (1, 1)) is proposed to enhance the forecasting performance.
The proposed model was established by using Fourier series to modify the residual errors of Nonlinear Grey Bernoulli Model (1, 1) (abbreviated as (NGBM (1, 1)).
To verify the effectiveness of the proposed model, fluctuation data of the numerical example in Wang et al.’s paper (Wang et al.
2011) and practical application are used.
Both of these simulation results demonstrate that the proposed model could forecast more precisely than several different kinds of grey forecasting models.
For future direction, this proposed model can be applied to forecast the performance with the high fluctuation data in the different industries.
American Psychological Association (APA)
Chia-Nan, Wang& Van-Thanh, Phan. 2015. An Improved Nonlinear Grey Bernoulli Model Combined with Fourier Series. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-7.
https://search.emarefa.net/detail/BIM-1074622
Modern Language Association (MLA)
Chia-Nan, Wang& Van-Thanh, Phan. An Improved Nonlinear Grey Bernoulli Model Combined with Fourier Series. Mathematical Problems in Engineering No. 2015 (2015), pp.1-7.
https://search.emarefa.net/detail/BIM-1074622
American Medical Association (AMA)
Chia-Nan, Wang& Van-Thanh, Phan. An Improved Nonlinear Grey Bernoulli Model Combined with Fourier Series. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-7.
https://search.emarefa.net/detail/BIM-1074622
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1074622