Noise reduction and estimation in multiple micro-electro-mechanical inertial systems

被引:59
作者
Waegli, Adrian [1 ]
Skaloud, Jan [1 ]
Guerrier, Stephane [2 ]
Eulalia Pares, Maria [3 ,4 ]
Colomina, Ismael [3 ,4 ]
机构
[1] Swiss Fed Inst Technol, Geodet Engn Lab, CH-1015 Lausanne, Switzerland
[2] Univ Geneva, Dept Stat, Geneva, Switzerland
[3] Inst Geomat, Castelldefels, Spain
[4] Univ Politecn Cataluna, Castelldefels, Spain
关键词
IMU; MEMS; redundancy; noise estimation; GARCH; ARMA;
D O I
10.1088/0957-0233/21/6/065201
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This research studies the reduction and the estimation of the noise level within a redundant configuration of low-cost (MEMS-type) inertial measurement units (IMUs). Firstly, independent observations between units and sensors are assumed and the theoretical decrease in the system noise level is analyzed in an experiment with four MEMS-IMU triads. Then, more complex scenarios are presented in which the noise level can vary in time and for each sensor. A statistical method employed for studying the volatility of financial markets (GARCH) is adapted and tested for the usage with inertial data. This paper demonstrates experimentally and through simulations the benefit of direct noise estimation in redundant IMU setups.
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页数:11
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