DocumentCode :
24918
Title :
Delay Compensation of Tilt Sensors Based on MEMS Accelerometer Using Data Fusion Technique
Author :
Ghanbari, Milad ; Yazdanpanah, Mohammad Javad
Author_Institution :
Sch. of Electron. & Commun. Eng., Univ. of Tehran, Tehran, Iran
Volume :
15
Issue :
3
fYear :
2015
fDate :
Mar-15
Firstpage :
1959
Lastpage :
1966
Abstract :
In this paper, the inaccuracies of the tilt sensor based on microelectromechanical systems accelerometer and gyroscope during the process of the angle measurement are considered, and a new method is proposed to compensate them, using data fusion of sensors. The tilt sensor has a constant delay and low bandwidth. In the gyroscope, drift phenomena makes some difficulties in the angle measurement. A model for the sensory system is developed and a modified Kalman filter is proposed to compensate the delay of the tilt sensor using the data fusion technique. A complementary filter is designed to overcome the problem of low bandwidth in the tilt sensor. The overall proposed sensor fusion consists of a complementary filter as a prefilter and a modified Kalman filter as a postfilter to solve the problems of bandwidth and delay, respectively. The experimental tests are performed to evaluate the effectiveness of the proposed sensor fusion scheme. In these experiments, the accuracy in the tilt measurement is improved from 10° to 0.9° and 15° to 0.6° in low-frequency tests, and from 18° to 0.8° in higher frequency test. In addition, the bandwidth of the tilt measurement is enhanced from 0.16 (bandwidth of tilt sensor) to 6 Hz. The results show proper performance of the proposed approach in the line of delay compensation and increment of the bandwidth.
Keywords :
Kalman filters; accelerometers; angular measurement; compensation; gyroscopes; microsensors; sensor fusion; MEMS accelerometer; angle measurement; bandwidth 0.16 Hz to 6 Hz; complementary filter; data fusion technique; delay compensation; gyroscope; microelectromechanical system; modified Kalman filter; tilt measurement; tilt sensor; Bandwidth; Delays; Gyroscopes; Kalman filters; Sensor fusion; Sensor phenomena and characterization; Kalman filter; Tilt sensor; complementary filter; gyroscope; sensor fusion;
fLanguage :
English
Journal_Title :
Sensors Journal, IEEE
Publisher :
ieee
ISSN :
1530-437X
Type :
jour
DOI :
10.1109/JSEN.2014.2366874
Filename :
6945368
Link To Document :
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