TY - JOUR
T1 - Predictive iterated kalman filter for INS/GPS integration and its application to SAR motion compensation
AU - Fang, Jiancheng
AU - Gong, Xiaolin
PY - 2010/4
Y1 - 2010/4
N2 - This paper deals with the problem of state estimation for the integration of an inertial navigation system (INS) and Global Positioning System (GPS). For a nonlinear system that has the model error and white Gaussian noise, a predictive filter (PF) is used to estimate the model error, and based on this, a modified iterated extended Kalman filter (IEKF) is proposed and is called predictive iterated Kalman filter (PIKF). The basic idea of the PIKF is to compensate the state estimate by the estimated model error. An INS/GPS integration system is implemented using the PIKF and applied to synthetic aperture radar (SAR) motion compensation. Through flight tests, it is shown that the PIKF has an obvious accuracy advantage over the IEKF and unscented Kalman filter (UKF) in velocity.
AB - This paper deals with the problem of state estimation for the integration of an inertial navigation system (INS) and Global Positioning System (GPS). For a nonlinear system that has the model error and white Gaussian noise, a predictive filter (PF) is used to estimate the model error, and based on this, a modified iterated extended Kalman filter (IEKF) is proposed and is called predictive iterated Kalman filter (PIKF). The basic idea of the PIKF is to compensate the state estimate by the estimated model error. An INS/GPS integration system is implemented using the PIKF and applied to synthetic aperture radar (SAR) motion compensation. Through flight tests, it is shown that the PIKF has an obvious accuracy advantage over the IEKF and unscented Kalman filter (UKF) in velocity.
KW - Inertial Navigation System (INS)/Global Positioning System (GPS) integration
KW - Iterated extended Kalman filter (IEKF)
KW - Model error
KW - Nonlinear filtering
KW - Predictive filter (PF)
UR - https://www.scopus.com/pages/publications/77949424701
U2 - 10.1109/TIM.2009.2026614
DO - 10.1109/TIM.2009.2026614
M3 - 文章
AN - SCOPUS:77949424701
SN - 0018-9456
VL - 59
SP - 909
EP - 915
JO - IEEE Transactions on Instrumentation and Measurement
JF - IEEE Transactions on Instrumentation and Measurement
IS - 4
M1 - 5282562
ER -