Improving Argos Doppler Location Using Multiple-Model Kalman Filtering

被引:89
作者
Lopez, Remy [1 ,2 ]
Malarde, Jean-Pierre [1 ]
Royer, Francois [1 ]
Gaspar, Philippe [1 ]
机构
[1] Collecte Localisat Satellites, F-31520 Ramonville St Agne, France
[2] Univ Toulouse 3, French Natl Ctr Sci Res CNRS, Lab Anal & Architecture Syst, F-31400 Toulouse, France
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2014年 / 52卷 / 08期
基金
美国海洋和大气管理局;
关键词
Argos system; Doppler location; interacting multiple model (IMM) Kalman filter (KF); least squares (LS) estimation; target tracking; TRACKING; ALGORITHM;
D O I
10.1109/TGRS.2013.2284293
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
The Argos service was launched in 1978 to serve environmental applications, including oceanography, wildlife tracking, fishing vessel monitoring, and maritime safety. The system allows for worldwide near-real-time positioning and data collection of platform terminal transmitters (PTTs). The positioning of the PTTs is achieved by exploiting the Doppler shift in the carrier frequency of the transmitter as recorded by satelliteborne Argos receivers. Until March 15, 2011, a classical nonlinear least squares estimation technique was systematically used to estimate Argos positions. Since then, a second positioning algorithm using a multiple-model Kalman filter was implemented in the operational Argos positioning software. This paper presents this new algorithm and analyzes its performance using a large data set obtained from over 200 mobiles carrying both an Argos transmitter and a GPS receiver used as ground truth. The results show that the new algorithm significantly improves the positioning accuracy, particularly in difficult conditions (for class-A and class-B locations, in the Argos terminology). Moreover, the new algorithm enables the retrieval of a larger number of estimated positions and the systematic estimation of the location error.
引用
收藏
页码:4744 / 4755
页数:12
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