Long Range Underwater Localization and Navigation using Gravity-Based Measurements

被引:0
|
作者
Pasnani, P. [1 ]
Seto, M. [1 ]
Gu, J. [1 ]
机构
[1] Dalhousie Univ Halifax, Fac Engn, Halifax, NS, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
autonomous underwater vehicles; localization; navigation; gravity anomalies; information gain; particle filters; DATA ASSOCIATION;
D O I
10.1109/smc42975.2020.9282989
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper reports on work to assess the feasibility of gravity-based long range underwater navigation and localization. As a first step, this is explored in simulations with RAO-Blackwellized particle filter simultaneous localization and mapping (SLAM). When implemented on an autonomous underwater vehicle it can operate submerged for extended periods without the use of an active sensor, thus widening the variety of AUV missions. Additionally, this work applies information theory to navigate through a region such that the SLAM data association, and thus the localization, performance is improved. The results also indicate that characteristic values for a region can be used as a SLAM metric for the region. Combining the characteristic value with information theory techniques improves the localization performance at extended ranges and is a first step towards long range underwater localization using gravimeters. Future work will optimize the particle filter, explore more sophisticated loop closures as well as hardware-in-the loop tests.
引用
收藏
页码:2403 / 2410
页数:8
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