Research Article

Robust Modeling of Low-Cost MEMS Sensor Errors in Mobile Devices Using Fast Orthogonal Search

Table 2

Performance summary of both AR Yule-Walker and Burg models and FOS model over one hour of Gyro-Y measurements: first-order FOS: only linear model terms; second-order FOS: linear and cross-product model terms.

Modeling techniqueModel MSE (deg/h)2Corresponding position error (m)Computational time (s)

model order (maximum output lag L) 1
Yule-Walker7 × 10−69780.40
Covariance/Burg5 × 10−68260.23
CP degree = 1 FOS1 × 10−63690.09
CP degree = 2 FOS1 × 10−63690.35

Model order (maximum output lag L) 10
Yule-Walker2 × 10−65230.44
Covariance/Burg2 × 10−71650.28
CP degree = 1 FOS4 × 10−1070.18
CP degree = 2 FOS3 × 10−1120.6