首页> 外文会议>International conference on electronic measurement instruments;ICEMI' 2009 >Research on Moving Base Alignment of Ship-borne Strapdown System based on Wavelet and AI Technology
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Research on Moving Base Alignment of Ship-borne Strapdown System based on Wavelet and AI Technology

机译:基于小波和人工智能技术的舰载捷联系统动基座对中研究

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This paper introduced a method of initial alignment of ship-borne SINS based on wavelet and ANFIS. It provided position,velocity and heading angle corrections for INS to prevent the error growing with time so that it improved the accuracy and robustness of the whole system. To achieve the object,method of wavelet multi-resolution analysis was used to denoise the output of the sensors by comparing the wavelet coefficients of same resolution level and reconstructing high accuracy error signal. Positions or velocities and heading angle were set to be the input of ANFIS while the corresponding corrections were output after trained. The desired output of trained samples was position,velocity and heading angle error which is the result of the wave multiresolution analysis. So wavelet multi-resolution analysis and ANFIS complement each other in this paper. The result of simulation test shows that the novel method can speed up convergence and improve accuracy. The error of horizontal alignment is within 1' and that of azimuth alignment is within 3'while the trend of accuracy using kalman is divergent. It is shown that this method can provide reliable and effective alignment for ship-borne SINS.
机译:介绍了一种基于小波和ANFIS的舰载捷联惯导初始对准方法。它为INS提供了位置,速度和航向角校正,以防止误差随时间增长,从而提高了整个系统的精度和鲁棒性。为了达到该目的,通过比较相同分辨率水平的小波系数并重建高精度误差信号,采用小波多分辨率分析方法对传感器的输出进行去噪。将位置或速度以及航向角设置为ANFIS的输入,而在训练后输出相应的修正值。训练样本的期望输出是位置,速度和航向角误差,这是波多分辨率分析的结果。因此,小波多分辨率分析与ANFIS互为补充。仿真测试结果表明,该方法可以加快收敛速度​​,提高精度。水平对准的误差在1'以内,方位角对准的误差在3'以内,而使用Kalman的精度趋势却是发散的。结果表明,该方法可以为舰载捷联惯导系统提供可靠有效的对准。

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