An adaptive segmented information fusion method for attitude determination of nano-spacecrafts

Strapdown stellar-inertial integrated attitude determination based on low-cost micro-electromechanical system (MEMS) gyroscopes and a complementary metal-oxide-semiconductor transistor active pixel star sensor is one of the most effective methods for nano-spacecrafts attitude determination. However, the accuracy of attitude determination is low because of non-linearity of the system. Thus, an adaptive segmented information fusion method based on the UKF is presented by taking UKF+QUEST and UKF+optimal REQUEST as two modes of information fusion that can be adaptively switched between. Initially, the gyro drift estimation error is inaccurate, and the UKF+QUEST mode is adopted to quickly estimate the gyro drifts. When the mean-square error matrix of the UKF tends to stabilization, the information fusion mode is adaptively switched to the UKF+optimal REQUEST dual-filter model. The hybrid simulation results show this method not only has higher accuracy in attitude determination but also can quickly estimate gyro drifts.

[1]  Jeffrey K. Uhlmann,et al.  Unscented filtering and nonlinear estimation , 2004, Proceedings of the IEEE.

[2]  Robert B. McGhee,et al.  An extended Kalman filter for quaternion-based orientation estimation using MARG sensors , 2001, Proceedings 2001 IEEE/RSJ International Conference on Intelligent Robots and Systems. Expanding the Societal Role of Robotics in the the Next Millennium (Cat. No.01CH37180).

[3]  Tye Brady,et al.  The Inertial Stellar Compass: A New Direction in Spacecraft Attitude Determination , 2002 .

[4]  Rudolph van der Merwe,et al.  The unscented Kalman filter for nonlinear estimation , 2000, Proceedings of the IEEE 2000 Adaptive Systems for Signal Processing, Communications, and Control Symposium (Cat. No.00EX373).

[5]  Daniel Choukroun,et al.  Optimal-REQUEST Algorithm for Attitude Determination , 2001 .

[6]  M. Shuster,et al.  Three-axis attitude determination from vector observations , 1981 .

[7]  John L. Crassidis,et al.  Predictive filtering for attitude estimation without rate sensors , 1997 .

[8]  H.F. Durrant-Whyte,et al.  A new approach for filtering nonlinear systems , 1995, Proceedings of 1995 American Control Conference - ACC'95.

[9]  I. Bar-Itzhack REQUEST: A Recursive QUEST Algorithm for Sequential Attitude Determination , 1996 .

[10]  Frank H. Bauer,et al.  The Inertial Stellar Compass (ISC): A Multifunction, Low Power, Attitude Determination Technology Breakthrough , 2003 .

[11]  F. Markley,et al.  Unscented Filtering for Spacecraft Attitude Estimation , 2003 .

[12]  T. Rupp,et al.  HIGH-ACCURACY ATTITUDE DETERMINATION FOR THE X-RAY SATELLITE ROSAT , 1992 .

[13]  Uri Shaked,et al.  Deterministic EKF-like estimator for spacecraft attitude estimation , 1994, Proceedings of 1994 American Control Conference - ACC '94.