Studies on the properties of buffer operators
Abstract
Purpose
Buffer operators can be utilized to improve the smooth degree of the raw data sequence, and to increase the simulation accuracy of the model. The purpose of this paper is to analyze the cause of increase in the simulation accuracy of the buffer operator.
Design/methodology/approach
This paper probed into the modeling mechanism of several typical buffer operators such as the arithmetic buffer operators, the buffer operators with monotonic function and weighted buffer operators. The paper also gives an example of the buffer operator sequence.
Findings
The results indicate that after applying an infinite buffer operator, whether the authors adopt a weakening buffer operator or a strengthen buffer operator, the raw sequence can be changed into a constant sequence. Because the discrete GM(1,1) model can completely simulate constant sequence, the simulation accuracy is 100 percent. Because the discrete GM(1,1) model is the accurate form of the GM(1,1) model, after applying an infinite buffer operator, the GM(1,1) model can have a very high simulation accuracy. The buffer operator model can increase the simulation accuracy of both the GM(1,1) model and the discrete GM(1,1) model.
Originality/value
The paper analyses the cause of increasing simulation accuracy of the buffer operator model. The paper may indicate that possible results can be studied in the future. All the buffer operator models have similar properties. After applying an infinite buffer operator, the raw sequence can be changed into a constant sequence. A fixed-point axiom may be the basic cause.
Keywords
Acknowledgements
This research is supported by National Natural Science Foundation of China (71171116, 71503135, 71701105), Natural Science Foundation of Higher Education of Jiangsu Province of China (16KJB120003), and Philosophical and Social Science Foundation of Higher Education of Jiangsu Province of China (2016SJB630023).
Citation
Yao, T. and Gao, H. (2018), "Studies on the properties of buffer operators", Grey Systems: Theory and Application, Vol. 8 No. 1, pp. 14-24. https://doi.org/10.1108/GS-08-2017-0030
Publisher
:Emerald Publishing Limited
Copyright © 2018, Emerald Publishing Limited