Redundant Adaptive Robust Tracking for Active Satellite

In this chapter, a switched H ∞ robust filtering method is discussed and applied into a type of noncooperative target tracking problem, named active satellite tracking. To describe the orbital relative motion, a state model based on differential orbital elements (DOE) and a measurement model using unbiased converted measurements (UCM) are established first. Then, the switched H ∞ robust filter to be presented is followed, which we called the redundant adaptive robust extended Kalman filter (RAREKF). The filtering method has a redundancy to system uncertainties such as modeling errors and disturbances, so that the unnecessary loss of filtering optimality, that is, conservativeness of the traditional H ∞ filtering, can be improved remarkably. Through theoretical analysis and numerical simulation, it is verified that RAREKF can achieve better tracking performance than other compared typical filters. Additionally, an error index function considering both tracking model and filtering algorithm is also presented for evaluating the overall tracking method.

[1]  K. Xiong,et al.  Adaptive robust extended Kalman filter for nonlinear stochastic systems , 2008 .

[2]  Thomas P. Yunck,et al.  Reduced-dynamic technique for precise orbit determination of low earth satellites , 1991 .

[3]  Konrad Reif,et al.  Stochastic stability of the discrete-time extended Kalman filter , 1999, IEEE Trans. Autom. Control..

[4]  B. T. Fang Satellite-to-Satellite Tracking Orbit Determination , 1979 .

[5]  Hari B. Hablani,et al.  Autonomous Inertial Relative Navigation with Sight-Line-Stabilized Sensors for Spacecraft Rendezvous , 2009 .

[6]  Y. Bar-Shalom,et al.  Unbiased converted measurements for tracking , 1998 .

[7]  K. Alfriend,et al.  Evaluation and Comparison of Relative Motion Theories , 2005 .

[8]  K. Preiss,et al.  Onboard orbit estimation with tracking and data relay satellite system data , 1981 .

[9]  J. Arrillaga,et al.  An adaptive Kalman filter for dynamic harmonic state estimation and harmonic injection tracking , 2005, IEEE Transactions on Power Delivery.

[10]  John L. Junkins,et al.  Non-Gaussian error propagation in orbital mechanics , 1996 .

[11]  P. A. M. Abusali,et al.  Hybrid precise orbit determination strategy by global positioning system tracking , 2004 .

[12]  Zhou Jun,et al.  Relative Navigation Based on UKF for Multiple Spacecraft Formation Flying , 2004 .

[13]  Kamesh Subbarao,et al.  Multi-Sensor Fusion Based Relative Navigation for Synchronization and Capture of Free Floating Spacecraft , 2005 .

[14]  K. Alfriend,et al.  State Transition Matrix of Relative Motion for the Perturbed Noncircular Reference Orbit , 2003 .

[15]  Pini Gurfil,et al.  Cyclic Spacecraft Formations: Relative Motion Control Using Line-of-Sight Measurements Only , 2007 .

[16]  Chongzhao Han,et al.  Comments on "Unbiased converted measurements for tracking" , 2004 .

[17]  Mark L. Psiaki,et al.  High-Altitude Satellite Relative Navigation Using Carrier-Phase Differential Global Positioning System Techniques , 2007 .

[18]  Hari Hablani Autonomous Navigation, Guidance, Attitude Determination and Control for Spacecraft Rendezvous in a Circular Orbit , 2003 .

[19]  Penina Axelrad,et al.  Formation Design in Eccentric Orbits Using Linearized Equations of Relative Motion , 2006 .

[20]  S. Kawase Intersatellite tracking methods for clustered geostationary satellites , 1990 .

[21]  Mark L. Psiaki,et al.  Modeling, Analysis, and Simulation of GPS Carrier Phase for Spacecraft Relative Navigation , 2005 .

[22]  R. Culp Satellite-to-satellite orbit determination using minimum, discrete range and range-rate data only , 1984 .

[23]  Zhongliang Jing,et al.  Redundant adaptive robust tracking of active satellite and error evaluation , 2010 .

[24]  David K. Geller,et al.  Relative Angles-Only Navigation and Pose Estimation for Autonomous Orbital Rendezvous , 2006 .

[25]  Jonathan P. How,et al.  Real-Time Experimental Demonstration of Precise Decentralized Relative Navigation for Formation Flying Spacecraft , 2002 .

[26]  Jang Gyu Lee,et al.  An Extended Robust H$_infty$Filter for Nonlinear Constrained Uncertain Systems , 2006, IEEE Transactions on Signal Processing.

[27]  Mark L. Psiaki,et al.  Autonomous Orbit Determination for Two Spacecraft from Relative Position Measurements , 1998 .

[28]  F. Markley,et al.  Autonomous navigation using landmark and intersatellite data , 1984 .