基于Fisher信息矩阵的移动短基线优化设计

Zhigang Shang, Xiaochuan Ma, Tieli Li, Jincheng Lin
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引用次数: 4

摘要

惯性导航技术通常被作为自主水下航行器(auv)的主要导航方式。在没有其他导航校正信息的情况下,定位误差会随着时间的推移而逐渐增加。安装在母船底部的移动短基线(MSBL)可以融合到auv的组合导航系统中,可以有效地减缓或抑制定位误差的增长。然而,不同数量的基线和不同的几何配置会导致导航精度的变化。本文分析了Fisher信息矩阵(FIM)的秩和行列式,得到了基线数目和几何构型对水下机器人定位可观测性的影响。在此基础上,给出了优化设计基线数量和几何构型的原则。在满足最小基线数的条件下,对两种典型几何构型的auv定位误差进行了仿真比较。仿真结果表明,满足FIM优化设计原则的设计能有效抑制定位误差的增长。
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Optimal Design of Moving Short Base-Lines Based on Fisher Information Matrix
Inertial navigation technology is usually selected as the primary navigation method of Autonomous Underwater Vehicles (AUVs). The localization error can gradually increase over time in the absence of other navigation correction information. Moving Short Base-lines (MSBL) mounted in the bottom of mother ship can be fused in the AUVs' integrated navigation system, which can effectively slow down or inhibit the growth of the positioning error. However, different number of baselines and different geometric configuration can cause changes in navigation accuracy. In this paper, the rank and the determinant of the Fisher Information Matrix (FIM) are analysed to obtain the impact of the number of baselines and geometric configuration on the underwater AUVs positioning observability. Then, we get the principles of optimal design of the number of baselines and geometric configuration. Under the conditions meeting the minimum number of baselines, we simulate and compare AUVs' localization errors of two typical geometric configuration. Simulation results show that the design satisfying the principles of optimal design based on FIM can effectively inhibit the growth of the positioning error.
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