A co-occurrence matrix-based matching area selection algorithm for underwater gravity-aided inertial navigation

被引:9
|
作者
Wang, Chenglong [1 ]
Wang, Bo [1 ]
Deng, Zhihong [1 ]
Fu, Mengyin [2 ]
机构
[1] Beijing Inst Technol, Sch Automat, 5 South Zhong Guan Cun St, Beijing 100081, Peoples R China
[2] Nanjing Univ Sci & Technol, Nanjing, Peoples R China
来源
IET RADAR SONAR AND NAVIGATION | 2021年 / 15卷 / 03期
基金
中国国家自然科学基金;
关键词
PARTICLE FILTER; CLASSIFICATION; SYSTEM;
D O I
10.1049/rsn2.12021
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The matching area selection algorithm is one of the key technologies for underwater gravity-aided inertial navigation system, which directly affects the positioning accuracy and matching rate of underwater navigation. The traditional matching area selection algorithms usually use the statistical characteristic parameters of gravity field. However, the traditional algorithms are difficult to reflect the spatial relation characteristic of gravity field, which always miss some latent matching areas with obvious change of gravity field. In order to solve this problem, the matching area selection algorithm based on co-occurrence matrix is proposed. The proposed algorithm establishes gravity anomaly co-occurrence matrix and extracts spatial relation characteristic parameters to reflect the gravity field. The comprehensive spatial characteristic parameter is built by entropy and is used to select the matching area by maximization of inter-class variance. The experimental results show that the proposed algorithm can select more effective matching areas than the traditional algorithms.
引用
收藏
页码:250 / 260
页数:11
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