Communication-constrained cooperative bathymetric simultaneous localisation and mapping with efficient bathymetric data transmission method

被引:4
|
作者
Ma, Teng [1 ,2 ]
Zhang, Wenjun [1 ]
Li, Ye [1 ]
Zhao, Yuxin [3 ]
Zhang, Qiang [1 ]
Mei, Xiaojun [4 ,5 ]
Fan, Jiajia [1 ]
机构
[1] Harbin Engn Univ, Sci & Technol Underwater Vehicle Lab, Harbin, Peoples R China
[2] China State Shipbldg Corp, Lab Sci & Technol Marine Nav & Control, Tianjin, Peoples R China
[3] Harbin Engn Univ, Coll Automat, Harbin, Peoples R China
[4] Univ Lisbon, Lab Robot & Syst Engn & Sci LARSyS, ISR IST, Lisbon, Portugal
[5] Shanghai Maritime Univ, Coll Informat Engn, Shanghai, Peoples R China
来源
JOURNAL OF NAVIGATION | 2022年 / 75卷 / 04期
基金
中国国家自然科学基金;
关键词
communication-constrained; cooperative navigation; bathymetric SLAM; AUV; graph method; SLAM; NAVIGATION; ALGORITHM;
D O I
10.1017/S0373463321000904
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
Bathymetric simultaneous localisation and mapping (SLAM) methods yield accurate navigation results for autonomous underwater vehicles (AUVs) and can construct consistent seabed terrain maps. Multiple independently working vehicles can complete tasks like surveying and mapping efficiently, which means cooperative bathymetric SLAM using multiple AUVs is suitable for large-scale seabed mapping. However, the transmission of bathymetric measurements collected using a multi-beam echo sounder over a low bandwidth, noisy, and unreliable acoustic channel is difficult, making cooperative bathymetric SLAM very challenging. This paper develops a graph-based cooperative bathymetric SLAM system that can compress many bathymetric measurements into small-scale acoustic packets and yield accurate navigation results with a 10% loss of acoustic packets caused by unreliable acoustic communication. According to the simulation conducted using the field data, the new algorithm is shown to be robust and capable of providing accurate location and mapping results over a low bandwidth, noisy, and unreliable acoustic channel.
引用
收藏
页码:1000 / 1016
页数:17
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