Mixed coordinate tracking of generalized maneuvering targets using acceleration and jerk models

In a recent paper the authors introduced an all-Cartesian formulation of a jerk model for tracking highly maneuvering targets. Here a more complex but realistic case is considered, where target motion modeling and tracking are carried out in the 3-D Cartesian frame using measurements obtained in a spherical system. The transformation of the measurements into the Cartesian system results in nonlinear measurement equations. We solve the problem using an extended Kalman filter (EKF) approach, and also treat the earlier acceleration model similarly for comparison of results.

[1]  Dominick Andrisani,et al.  A Nonlinear Tracker Using Attitude Measurements , 1986, IEEE Transactions on Aerospace and Electronic Systems.

[2]  J. Reid,et al.  Estimation of Aircraft Target Motion Using Orientation Measurements , 1981, IEEE Transactions on Aerospace and Electronic Systems.

[3]  C. C. Lefas,et al.  Three-dimensional tracking using on-board measurements , 1991 .

[4]  William Dale Blair,et al.  Comments on "The /spl alpha/-/spl beta/-/spl Gamma/ tracking filter with a noisy jerk as the maneuver model" , 1994 .

[5]  Donald Leskiw,et al.  Nonlinear Estimation with Radar Observations , 1982, IEEE Transactions on Aerospace and Electronic Systems.

[6]  David D. Sworder,et al.  Maneuver estimation using measurements of orientation , 1990 .

[7]  J. J. Sudano The alpha - beta - Gamma tracking filter with a noisy jerk as the maneuver model , 1993 .

[8]  E. Cortina,et al.  Maneuvering target tracking using extended Kalman filter , 1991 .

[9]  Thomas H. Kerr,et al.  Streamlining measurement iteration for EKF target tracking , 1991 .

[10]  K. Mehrotra,et al.  A jerk model for tracking highly maneuvering targets , 1997, IEEE Transactions on Aerospace and Electronic Systems.

[11]  R. Singer Estimating Optimal Tracking Filter Performance for Manned Maneuvering Targets , 1970, IEEE Transactions on Aerospace and Electronic Systems.

[12]  C.C. Lefas,et al.  Using Roll-Angle Measurements to Track Aicraft Maneuvers , 1984, IEEE Transactions on Aerospace and Electronic Systems.