Title :
Kalman-based attitude estimation for an UAV via an antenna array
Author :
Cordeiro, Thiago Felippe K. ; da Costa, Joao Paulo L. C. ; Kefei Liu ; Borges, G.A.
Author_Institution :
Aerosp. Eng., Univ. of Brasilia, Brasilia, Brazil
Abstract :
Accurate attitude estimation is crucial for Unmanned Aerial Vehicles (UAVs) in order to help them to perform several automated activities such as following a trajectory or landing. Most attitude and navigation algorithms rely on a inertial measurement unit (IMU), i.e., accelerometer and gyro sensors, and some auxiliary sensors, such as magnetometer. Recently antenna array based communication systems have being installed in UAVs. This structure can be also applied for attitude estimation by computing the direction of arrival (DOA) of the line of sight (LOS) path between the base station and the UAV. In this paper, we present three main contributions. First, assuming that the yaw angle is already estimated or measured, we propose an analytical expression for computing the pitch and the roll angles by using only the DOA estimates, which shows a good performance only for high SNR scenarios. As a second contribution, we propose to apply the known TRIAD algorithm using as input the estimated DOAs of the LOS and magnetometer measurements. This provides significantly better results than the first contribution in low SNR scenarios. As a third contribution, we propose to apply the Kalman filter on the gyro plus magnetometer plus estimated DOAs of the LOS. Due to the tracking capability of the Kalman, the attitude estimates become more robust against the noise influence.
Keywords :
Kalman filters; antenna arrays; attitude measurement; autonomous aerial vehicles; direction-of-arrival estimation; magnetometers; mobile robots; telerobotics; DOA estimates; Kalman filter; Kalman-based attitude estimation; LOS path; SNR scenarios; TRIAD algorithm; UAV; antenna array; direction of arrival; gyro; line of sight path; magnetometer measurements; triaxial attitude determination; unmanned aerial vehicles; Antenna arrays; Antenna measurements; Arrays; Estimation; Magnetometers; Vectors; ESPRIT; IMU; Kalman filter; antenna array; attitude estimation;
Conference_Titel :
Signal Processing and Communication Systems (ICSPCS), 2014 8th International Conference on
Conference_Location :
Gold Coast, QLD
DOI :
10.1109/ICSPCS.2014.7021136