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-  2016 

一种新的钟差预处理方法及在WNN钟差中长期预报中的应用
A New Data Preprocessing Method for Satellite Clock Bias and Its Application in WNN to Predict Medium-term and Long-term Clock Bias

DOI: 10.13203/j.whugis20140216

Keywords: 卫星钟差,中长期预报,数据预处理,小波神经网络,
satellite clock bias
,medium- and long-term prediction,data preprocessing,wavelet neural network

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Abstract:

为了提高导航卫星钟差中长期预报的精度,在提出一种针对钟差一次差分序列的数据预处理方法的基础上,建立了一种钟差中长期预报的小波神经网络模型。该模型首先对建模钟差数据进行一次差分,然后对一次差分序列进行预处理;用预处理后的一次差分序列对小波神经网络建模并进行中长期预报,最后将预报结果还原得到相应的钟差预报值。使用全球定位系统(GPS)卫星的铷钟数据进行中长期预报,并与常用的二次多项式模型、灰色模型、Kalman滤波模型进行对比,结果表明,本文方法能有效减小导航卫星星载铷钟钟差的中长期预报误差

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