In this paper, the problem of estimating the attitude of a micro-nano satellite, obtaining geomagnetic field measurements via a three-axis magnetometer and obtaining angle rate via gyro, is considered. For this application, a QMRPF-UKF master-slave filtering method is proposed, which uses the QMRPF and UKF algorithms to estimate the rotation quaternion and the gyro bias parameters, respectively. The computational complexicity related to the particle filtering technique is eliminated by introducing a multiresolution approach that permits a significant reduction in the number of particles. This renders QMRPF-UKF master-slave filter computationally efficient and enables its implementation with a remarkably small number of particles. Simulation results by using QMRPF-UKF are given, which demonstrate the validity of the QMRPF-UKF nonlinear filter.
References
[1]
Carmi, A; Oshman, Y. Fast particle filtering for attitude and angular-rate estimation from vector observations. J. Guid. Contr. Dynam?2009, 32, 70–78, doi:10.2514/1.36979.
[2]
Markley, FL. Attitude error representations for Kalman Filtering. J. Guid. Contr. Dynam?2003, 63, 311–317.
Crassidis, JL; Markley, FL. Unscented Filtering for spacecraft attitude estimation. J. Guid. Contr. Dynam?2003, 26, 536–542, doi:10.2514/2.5102.
[5]
Cheng, Y; Crassidis, JL. Particle filtering for attitude estimation using a minimal local-error representation. Proceedings of AIAA Guidance, Navigation, and Control Conference, Chicago, IL, USA, 2009. AIAA 2009-6309.
[6]
Oshman, Y; Carmi, A. Attitude estimation from vector observations using a genetic algorithm-embedded quaternion particle filter. J. Guid. Contr. Dynam?2006, 29, 879–891, doi:10.2514/1.17951.
[7]
Carmi, A; Oshman, Y. Robust spacecraft angular rate estimation from vector observations using interlaced particle filtering. J. Guid. Contr. Dynam?2007, 30, 1729–1741, doi:10.2514/1.28932.
[8]
Crassidis, JL; Junkins, JL. Optimal Estimation of Dynamic Systems; Chapman & Hall/CRC: Boca Raton, FL, USA, 2004. Charts 2 and 5.
Hong, L; Wicker, D. A Spatial-domain multiresolutional particle filter with thresholded wavelets. Signal Process?2007, 87, 1384–1401, doi:10.1016/j.sigpro.2006.12.005.