中国舰船研究2024,Vol.19Issue(5) :208-213.DOI:10.19693/j.issn.1673-3185.03366

一种面向AUV动态对接的声学补偿无迹粒子滤波算法

Acoustic compensated unscented particle filter algorithm for AUV dynamic docking

付少波 关夏威 王嘉 张昊
中国舰船研究2024,Vol.19Issue(5) :208-213.DOI:10.19693/j.issn.1673-3185.03366

一种面向AUV动态对接的声学补偿无迹粒子滤波算法

Acoustic compensated unscented particle filter algorithm for AUV dynamic docking

付少波 1关夏威 1王嘉 1张昊1
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作者信息

  • 1. 武汉第二船舶设计研究所,湖北 武汉 430205
  • 折叠

摘要

[目的]针对浅水环境下自主水下航行器(AUV)动态对接过程中超短基线定位系统(USBL)声学相对导航问题,提出一种基于扰动观测器的补偿无迹粒子滤波算法(CUPF).[方法]该算法依据航位推算模型补偿USBL数据中的缺失值,利用观测器技术估计AUV动态对接过程中的未知扰动,结合无迹粒子滤波过滤USBL数据中的野值,并实现AUV状态的预估.[结果]湖试数据表明,所提方法能够有效地剔除USBL定位中的野值并填补缺失值,速度估计误差不超过 15%,计算时间相较于传统算法减少了 57%.[结论]所提方法可充分利用相对量测信息,在平滑AUV运动轨迹的同时提高USBL定位精度,准确估计AUV运动状态,有利于AUV顺利对接.

Abstract

[Objective]To address the problem of ultra-short baseline(USBL)relative navigation and posi-tioning during the dynamic docking of an autonomous underwater vehicle(AUV)in shallow water,a com-pensated unscented particle filter(CUPF)algorithm based on a disturbance observer is proposed.[Methods]The CUPF algorithm compensates for missing values in the USBL data based on the dead reck-oning model,estimates the unknown disturbances in the dynamic docking of the AUV using observer techno-logy and filters outliers in the USBL data combined with the unscented particle filter to realize the estimation of the AUV's state.[Results]The lake trial data shows that the proposed CUPF algorithm can effectively remove outliers and fill in missing values for USBL positioning with a speed estimation error of less than 15%and computation time reduced by 57%compared with traditional methods.[Conclusions]The CUPF al-gorithm can improve the positioning accuracy of USBL while smoothing the AUV motion trajectory and state estimation by fully utilizing relative measurement information for AUV docking.

关键词

自主式水下航行器/动态对接/补偿无迹粒子滤波/超短基线定位系统/扰动观测器

Key words

autonomous underwater vehicle(AUV)/dynamic docking/compensated unscented particle fil-ter(CUPF)/ultra-short baseline(USBL)/disturbance observer

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基金项目

湖北省青年拔尖人才资助项目()

出版年

2024
中国舰船研究
中国舰船研究设计中心

中国舰船研究

CSTPCDCSCD北大核心
影响因子:0.496
ISSN:1673-3185
参考文献量13
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