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Improved Adaptive Iterated Extended Kalman Filter for GNSS/INS/UWB-Integrated Fixed-Point Positioning 被引量:2
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作者 Qingdong Wu Chenxi Li +1 位作者 Tao Shen Yuan Xu 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第3期1761-1772,共12页
To provide stable and accurate position information of control points in a complex coastal environment,an adaptive iterated extended Kalman filter(AIEKF)for fixed-point positioning integrating global navigation satell... To provide stable and accurate position information of control points in a complex coastal environment,an adaptive iterated extended Kalman filter(AIEKF)for fixed-point positioning integrating global navigation satellite system,inertial navigation system,and ultra wide band(UWB)is proposed.In thismethod,the switched global navigation satellite system(GNSS)and UWB measurement are used as the measurement of the proposed filter.For the data fusion filter,the expectation-maximization(EM)based IEKF is used as the forward filter,then,the Rauch-Tung-Striebel smoother for IEKF filter’s result smoothing.Tests illustrate that the proposed AIEKF is able to provide an accurate estimation. 展开更多
关键词 Rauch-tung-striebel ultra wide band global navigation satellite system adaptive iterated extended kalman filter
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Passive tracking from the combined set of bearings and frequency measurements by single satellite 被引量:2
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作者 Panlong WU Yadong CAI Yuming BO 《控制理论与应用(英文版)》 EI 2012年第4期483-489,共7页
In this paper, a new passive modified iterated extended Kalman filter (MIEKF) using the combined set of beatings and frequency measurements in Earth Centered Inertial (ECI) coordinate is proposed. A new measuremen... In this paper, a new passive modified iterated extended Kalman filter (MIEKF) using the combined set of beatings and frequency measurements in Earth Centered Inertial (ECI) coordinate is proposed. A new measurement update equation of MIEKF is derived by modifying the objective function of the Gauss-Newton iteration. A new gain equation and iteration termination criteria are acquired by applying the property of the maximum likelihood estimate. The approximated second order linearized state propagation equation, Jacobian matrix of state transfer and measurement equations are derived in satellite two-body movement. The tracking performances of MIEKF, iterated extended Kalman filter (IEKF) and extended Kalman filter (EKF) are compared via Monte Carlo simulations through simulated data from STK8.1. Simulation results indicate that the proposed MIEKF is possible to passively track low earth circular orbit satellite by a high earth orbit satellite, and has higher tracking precision than the IEKF and EKF. 展开更多
关键词 Passive tracking Bearings FREQUENCY Modified iterated extended kalman filter Gauss-Newton iteration
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