TY - JOUR
T1 - Debiased converted position and doppler measurements tracking in direction cosine coordinates
AU - Fu, Jinbin
AU - Sun, Jinping
AU - Wei, Shaoming
AU - Li, Shaohong
N1 - Publisher Copyright:
© 2016, Editorial Board of Journal of Harbin Institute of Technology. All right reserved.
PY - 2016/10/30
Y1 - 2016/10/30
N2 - This paper proposes a debiased converted measurement filter with Doppler measurement to deal with the problem of high nonlinearities in state space model measurement equation in direction cosines coordinates of phased array radar. Considering the relationship between the range measurement error and Doppler measurement error, a pseudo measurement is constructed by the product of range and Doppler measurements to reduce the high nonlinearities of the Doppler measurement. Then, via taking the second-order Taylor series expansion to the direction cosines variable, consistent estimations of mean and covariance of the converted measurement error are derived. Finally, the problem of pseudo measurement nonlinearities is coped with by sequentially processing the position measurement and pseudo measurement. The simulation results prove that the filtering performance is improved indeed by introducing the Doppler measurement. Moreover, compared with the common extend Kalman filter and unscented Kalman filter, the proposed debiased converted measurement filter shows better tracking performance indirection cosine coordinates.
AB - This paper proposes a debiased converted measurement filter with Doppler measurement to deal with the problem of high nonlinearities in state space model measurement equation in direction cosines coordinates of phased array radar. Considering the relationship between the range measurement error and Doppler measurement error, a pseudo measurement is constructed by the product of range and Doppler measurements to reduce the high nonlinearities of the Doppler measurement. Then, via taking the second-order Taylor series expansion to the direction cosines variable, consistent estimations of mean and covariance of the converted measurement error are derived. Finally, the problem of pseudo measurement nonlinearities is coped with by sequentially processing the position measurement and pseudo measurement. The simulation results prove that the filtering performance is improved indeed by introducing the Doppler measurement. Moreover, compared with the common extend Kalman filter and unscented Kalman filter, the proposed debiased converted measurement filter shows better tracking performance indirection cosine coordinates.
KW - Debiased converted measurements
KW - Direction cosine coordinates
KW - Doppler measurements
KW - Phased array radar
KW - Target tracking
UR - https://www.scopus.com/pages/publications/84992091157
U2 - 10.11918/j.issn.0367-6234.2016.10.014
DO - 10.11918/j.issn.0367-6234.2016.10.014
M3 - 文章
AN - SCOPUS:84992091157
SN - 0367-6234
VL - 48
SP - 97
EP - 102
JO - Harbin Gongye Daxue Xuebao/Journal of Harbin Institute of Technology
JF - Harbin Gongye Daxue Xuebao/Journal of Harbin Institute of Technology
IS - 10
ER -