Title :
Gyroless attitude and rate estimation of small satellites using singular value decomposition and extended Kalman filter
Author :
Hajiyev, Chingiz ; Cilden, Demet ; Somov, Yevgeny
Author_Institution :
Fac. of Aeronaut. & Astronaut., Istanbul Tech. Univ. (ITU), Istanbul, Turkey
Abstract :
This paper describes the development of a gyroless attitude determination system that can rely on magnetometer and sun sensor measurements and achieve good accuracy. Vectors coming from the selected sensor data and developed models can be placed in Wahba´s problem. The system uses Singular Value Decomposition (SVD) method to minimize the Wahba´s loss function and determine the attitude of the satellite. In order to obtain the attitude of the satellite with desired accuracy an extended Kalman filter (EKF) for satellite´s angular motion parameter estimation is designed. The EKF uses this attitude information as the measurements for providing more accurate attitude estimates even when the satellite is in eclipse. The “attitude angle error covariance matrix” calculated for the estimations of the SVD method are regarded as the measurement noise covariance for the EKF. The SVD and EKF algorithms are combined to estimate the attitude angles and angular velocities, respectively. The algorithm can be used for low-cost small satellites where using high power consuming, expensive, and fragile gyroscopes for determining spacecraft attitude are not reasonable.
Keywords :
Kalman filters; artificial satellites; attitude measurement; covariance matrices; magnetometers; nonlinear filters; singular value decomposition; sun sensors; EKF; SVD method; Wahba loss function minimization; attitude angle error covariance matrix; extended Kalman filter; magnetometer; satellite angular motion parameter estimation; satellite gyroless attitude estimation; satellite gyroless rate estimation; singular value decomposition; sun sensor measurement; Bismuth; Estimation; Q measurement; Sun; Attitude angles; angular velocity; extended Kalman filter; magnetometer; singular value decomposition; sun sensor;
Conference_Titel :
Carpathian Control Conference (ICCC), 2015 16th International
Conference_Location :
Szilvasvarad
Print_ISBN :
978-1-4799-7369-9
DOI :
10.1109/CarpathianCC.2015.7145066