Robust immune particle filter design for terrain-referenced navigation with interferometric radar altimeter

被引:3
|
作者
Kang, Suktae [1 ]
Han, Kyung Jun [2 ]
Yu, Myeong-Jong [2 ]
机构
[1] Univ Sci & Technol, Agcy Def Dev, Weapon Engn, 160 Bugyuseong Dareo 488 Beon Gil, Daejeon 34060, South Korea
[2] Agcy Def Dev, 160 Bugyuseong Dareo 488 Beon Gil, Daejeon 34060, South Korea
来源
IET RADAR SONAR AND NAVIGATION | 2020年 / 14卷 / 09期
关键词
artificial immune systems; terrain mapping; particle filtering (numerical methods); radar altimetry; Monte Carlo methods; artificial immune system; outlier performance; inferior particles; superior particles; particle diversity; robust immune particle filter design; terrain-referenced navigation; interferometric radar altimeter; three-dimensional terrain information; IRA uncertainties; signal processing; strong robustness; auxiliary particle filter; terrain referenced navigation; IRA technology; integrated navigation system; global navigation satellite system; auxiliary variables; APF robustness; immune APF;
D O I
10.1049/iet-rsn.2020.0047
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
Although interferometric radar altimeter (IRA) provides accurate three-dimensional terrain information, it is difficult to eliminate some IRA uncertainties by signal processing. This calls for a filter that possesses strong robustness against outliers. An auxiliary particle filter (APF), which can be used to perform terrain referenced navigation using IRA technology as an alternative to an integrated navigation system using a global navigation satellite system, can mitigate the effect of outliers by introducing auxiliary variables. To improve APF robustness, the authors propose an immune APF, which introduces an artificial immune system to enhance outlier performance by replacing inferior particles with superior particles. The mutation process is applied to obtain particle diversity using a regularised kernel. Monte Carlo simulation results verify the robustness of the proposed filter.
引用
收藏
页码:1402 / 1409
页数:8
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