DocumentCode :
187330
Title :
Design and implementation of sensor data fusion for an autonomous quadrotor
Author :
Tailanian, Matias ; Paternain, Santiago ; Rosa, Renata ; Canetti, Rafael
Author_Institution :
Univ. de la Republica, Montevideo, Uruguay
fYear :
2014
fDate :
12-15 May 2014
Firstpage :
1431
Lastpage :
1436
Abstract :
This paper describes the design and integration of the instrumentation and sensor fusion that is used to allow the autonomous flight of a quadrotor. A comercial frame is used, a mathematical model for the quadrotor is developed and its parameters determined from the characterization of the unit. A 9 degrees of freedom Inertial Measurement Unit (IMU) equipped with a barometer is calibrated and added to the platform. Sensor fusion is done by two modified Extended Kalman Filters (EKF): one combining data provided by IMU and the other also including the information provided by GPS. A reliable estimation of the state variables is obtained. Three states representing systematic bias in the accelerometer measurements are also added to the EKF, which improves the inertial estimation of the position. A stable autonomous platform is achieved.
Keywords :
Global Positioning System; Kalman filters; accelerometers; autonomous aerial vehicles; barometers; calibration; inertial navigation; inertial systems; nonlinear filters; position measurement; rotors (mechanical); sensor fusion; state estimation; EKF; GPS; IMU; accelerometer measurement; autonomous flight; autonomous quadrotor; barometer; calibration; degrees of freedom; extended Kalman filter; inertial measurement unit; inertial position estimation; mathematical model; parameter determination; sensor data fusion; state variable estimation; systematic bias; Accelerometers; Equations; Global Positioning System; Kalman filters; Mathematical model; State estimation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Instrumentation and Measurement Technology Conference (I2MTC) Proceedings, 2014 IEEE International
Conference_Location :
Montevideo
Type :
conf
DOI :
10.1109/I2MTC.2014.6860982
Filename :
6860982
Link To Document :
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