Title :
An accurate device for real-time altitude estimation using data fusion algorithms
Author :
Pierleoni, Paola ; Belli, Alberto ; Palma, Lorenzo ; Pernini, Luca ; Valenti, Simone
Author_Institution :
Dept. of Inf. Eng., Marche Polytech. Univ., Ancona, Italy
Abstract :
This paper presents an accurate system to estimate the altitude of a rigid body by fusing data from four low-cost sensors such as an accelerometer, a gyroscope, a magnetometer and an altimeter. Usually a MEMS altimeter barometric sensor allows to obtain the altitude signal from measures of atmospheric pressure and temperature but these measures are affected by noise that causes a significant error in the calculated altitude values. In order to get an accurate estimation of the altitude, in this work a complementary filter is used to fuse the raw signal of the altitude obtained from barometer sensor and vertical displacement signal calculated through a data fusion algorithm applied to the signals of the other three sensors. In order to evaluate the performance in human activity monitoring applications, the proposed device has been tested and compared with the system that currently presents the better performance for the same technology according to its experimental protocols. The results show that our device exceeds the performance provided by the currently systems reported in literature.
Keywords :
accelerometers; atmospheric pressure; barometers; filtering theory; geophysical techniques; geophysics computing; gyroscopes; height measurement; magnetometers; real-time systems; sensor fusion; temperature measurement; MEMS altimeter barometric sensor; accelerometer; altitude signal; altitude values; atmospheric pressure measurement; barometer sensor; complementary filter; data fusion algorithms; gyroscope; human activity monitoring applications; low-cost sensors; magnetometer; raw signal; real-time altitude estimation; rigid body; temperature; vertical displacement signal; Acceleration; Earth; Estimation; Magnetic sensors; Noise; Temperature measurement;
Conference_Titel :
Mechatronic and Embedded Systems and Applications (MESA), 2014 IEEE/ASME 10th International Conference on
Conference_Location :
Senigallia
Print_ISBN :
978-1-4799-2772-2
DOI :
10.1109/MESA.2014.6935583