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基于小波阈值消噪自适应滤波的GPS/INS组合导航 被引量:56

GPS/INS Integrated Navigation by Adaptive Filtering Based on Wavelet Threshold De-noising
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摘要 惯导系统中惯性元件误差是影响惯性导航及其组合导航精度的重要因素。在GPS/INS组合导航自适应滤波的基础之上,提出利用小波进行阈值消噪以提高组合导航精度。首先对惯性元件输出信号进行频谱分析,确定相应的多分辨分析尺度以及不同尺度下对高频系数采取的相应措施。对噪声占主要成分的尺度将其高频系数全部置零,对噪声和有用信号共同占有的尺度将其高频系数作阈值处理。利用实测数据进行验证,结果表明这种方法能够有效地削弱惯性元件误差的影响,提高GPS/INS组合导航系统的精度和可靠性。 The errors of inertia elements are remarkable factors in influencing INS or GPS/INS. A new algorithm based on wavelet threshold de-noising for GPS/INS is presented to improve the precision of integrated navigation. First, frequency-spectral analysis for output signals of inertia elements is given to decide the scale of wavelet multiresolution analysis and the measures for their high frequency coefficients. The high frequency coefficients of the scale which mostly contains noise will be set zero and those of the scale which contains noise and useful signals will be dealt with by using the threshold value. By the calculation, it is shown that the new algorithm can effectively resist the influence of the errors of inertia elements and improve the precision of navigation.
出处 《测绘学报》 EI CSCD 北大核心 2007年第2期124-128,140,共6页 Acta Geodaetica et Cartographica Sinica
基金 国家自然科学基金项目(4027400240474001)
关键词 GPS/INS组合导航 小波阈值消噪 自适应滤波 小波变换 GPS/INS integrated navigation wavelet threshold de-noising adaptive filtering wavelet transform
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参考文献14

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