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

M. Cheng, Guojun Shi, Yun Han
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引用次数: 8

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.
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扩展灰色模型GM(1,1, exp(bk))及其在中国民航客运量预测中的应用
在灰色模型中,GM(1,1)是一个重要的预测模型。灰色模型GM(1,1)在原始数据呈指数级低速变化的情况下具有较好的预测效果。但在实际情况中,有时原始数据呈指数级或近似指数级高速变化。在这种情况下,灰色模型GM(1,1)的预测效果较差,因为数据不符合传统模型的规律。为此,本文提出了一种扩展灰色模型GM(1,1, ebk)及其建模方法。最后,本文针对一个实际问题建立了GM(1,1, ebk)的灰色模型,结果表明,与传统模型相比,所提出的灰色模型的仿真和预测精度有了很大的提高。
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