Procedia Technology · 2014 · 15 citations · 14 references
EngineeringMechatronics EngineeringRobotics EngineeringRobot DynamicsRobot KinematicsSensor FusionAngle MeasurementAttitude ControlAttitude DeterminationKalman FilteringPose EstimationQuadrotor DynamicsAccelerometer SensorsAttitude EstimationDirection Cosine MatrixEuler AnglesExtended Kalman FilterExtended Kalman FilteringGyroscope SensorsOrientation Estimation
This paper presents a new methodology to estimate the orientation of a quadrotor using single low cost IMU sensor. The proposed solution uses two extended Kalman filters (EKF) along with a Direction Cosine Matrix (DCM) algorithm. An EKF is used to filter the noise signal of the angular rates measured by a 3-axis gyroscope sensor. Subsequently, a DCM algorithm uses the filtered gyro signal along with the reading from a 3-axis accelerometer and a 3-axis magnetometer sensor to compute the Euler angles. Finally, another EKF is presented to improve the estimation of the Euler angles. A complete simulation platform was developed using MatLab software to test the performance of the proposed method and compare it with two alternative methods.
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A complementary filter for attitude estimation of a fixed-wing UAV
M. Euston, Paul Coote, Robert Mahony et al. · 2008 · 495 citations
Engineering, Aerospace Engineering, Global Navigation Satellite Systems +12