An Extended Grey Model GM(1, 1, exp(bk)) and Its Application in Chinese Civil Air Passenger Volume Prediction

Author:

Cheng Maolin,Shi Guojun,Han Yun

Abstract

Abstract In grey models, GM(1, 1) is an important prediction model. The grey model GM(1, 1) has good prediction results in the case original data change exponentially at a low speed. However in practical cases sometimes, original data show exponential changes or approximately exponential changes change at a high speed. In these cases, the grey model GM(1, 1) has poor prediction results because the data fail to meet the laws of traditional model. Therefore, the paper proposes an extended grey model GM(1, 1, ebk) and its modeling method. In the final section, the paper builds grey models of GM(1, 1, ebk) for a practical problem and the results show the grey model proposed has greatly improved simulation and prediction accuracy compared with the traditional model.

Publisher

Journal of Systems Science and Information (JSSI)

Subject

Applied Mathematics,Computer Networks and Communications,General Economics, Econometrics and Finance,Statistics and Probability,Control and Systems Engineering,General Decision Sciences

Cited by 5 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Prediction of Gear Bending Fatigue Life Based on Grey GM (1,1) Prediction;2022 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM);2022-12-07

2. Wetland Ecotourism Development Using Deep Learning and Grey Clustering Algorithm from the Perspective of Sustainable Development;Journal of Environmental and Public Health;2022-08-04

3. Control design of parallel-connected PWM DC-AC converters for sustainable energy applications;Journal of Physics: Conference Series;2021-09-01

4. A new seasonal cycle GM (1,1) model and its application in railway passenger volume forecasting;Grey Systems: Theory and Application;2021-04-29

5. Forecast of Energy Consumption Based on FGM(1, 1) Model;Mathematical Problems in Engineering;2021-02-15

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