Application of Grey Model GM(1, 1) to Ultra Short-Term Predictions of Universal Time

IF 0.7 Q4 ASTRONOMY & ASTROPHYSICS Artificial Satellites-Journal of Planetary Geodesy Pub Date : 2016-03-01 DOI:10.1515/arsa-2016-0002
Y. Lei, M. Guo, Danning Zhao, Hongbing Cai, Da-wei Hu
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引用次数: 5

Abstract

Abstract A mathematical model known as one-order one-variable grey differential equation model GM(1, 1) has been herein employed successfully for the ultra short-term (<10days) predictions of universal time (UT1-UTC). The results of predictions are analyzed and compared with those obtained by other methods. It is shown that the accuracy of the predictions is comparable with that obtained by other prediction methods. The proposed method is able to yield an exact prediction even though only a few observations are provided. Hence it is very valuable in the case of a small size dataset since traditional methods, e.g., least-squares (LS) extrapolation, require longer data span to make a good forecast. In addition, these results can be obtained without making any assumption about an original dataset, and thus is of high reliability. Another advantage is that the developed method is easy to use. All these reveal a great potential of the GM(1, 1) model for UT1-UTC predictions.
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灰色模型GM(1,1)在世界时间超短期预测中的应用
摘要本文成功地利用一阶一元灰色微分方程模型GM(1,1)对超短期(<10天)世界时(UT1-UTC)进行了预测。对预测结果进行了分析,并与其他方法的预测结果进行了比较。结果表明,该方法的预测精度与其他预测方法相当。所提出的方法即使只提供少量的观测值也能产生精确的预测。因此,它在小数据集的情况下非常有价值,因为传统的方法,如最小二乘(LS)外推,需要更长的数据跨度才能做出良好的预测。此外,这些结果可以在不对原始数据集进行任何假设的情况下获得,因此具有很高的可靠性。另一个优点是所开发的方法易于使用。这些都揭示了GM(1,1)模型预测UT1-UTC的巨大潜力。
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