Skew redundant MEMS IMU calibration using a Kalman filter
- 1. Control and Intelligent Processing Centre of Excellence, School of Electrical and Computer Engineering, University of Tehran, Tehran 515-14395 (Iran, Islamic Republic of)
Description
In this paper, a novel calibration procedure for skew redundant inertial measurement units (SRIMUs) based on micro-electro mechanical systems (MEMS) is proposed. A general model of the SRIMU measurements is derived which contains the effects of bias, scale factor error and misalignments. For more accuracy, the effect of lever arms of the accelerometers to the center of the table are modeled and compensated in the calibration procedure. Two separate Kalman filters (KFs) are proposed to perform the estimation of error parameters for gyroscopes and accelerometers. The predictive error minimization (PEM) stochastic modeling method is used to simultaneously model the effect of bias instability and random walk noise on the calibration Kalman filters to diminish the biased estimations. The proposed procedure is simulated numerically and has expected experimental results. The calibration maneuvers are applied using a two-axis angle turntable in a way that the persistency of excitation (PE) condition for parameter estimation is met. For this purpose, a trapezoidal calibration profile is utilized to excite different deterministic error parameters of the accelerometers and a pulse profile is used for the gyroscopes. Furthermore, to evaluate the performance of the proposed KF calibration method, a conventional least squares (LS) calibration procedure is derived for the SRIMUs and the simulation and experimental results compare the functionality of the two proposed methods with each other. (paper)
Availability note (English)
Available from http://dx.doi.org/10.1088/0957-0233/26/10/105002Additional details
Identifiers
Publishing Information
- Journal Title
- Measurement Science and Technology
- Journal Volume
- 26
- Journal Issue
- 10
- Journal Page Range
- [15 p.]
- ISSN
- 0957-0233
- CODEN
- MSTCEP
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 47076915
- Subject category
- S46: INSTRUMENTATION RELATED TO NUCLEAR SCIENCE AND TECHNOLOGY;
- Descriptors DEI
- ACCELEROMETERS; CALIBRATION; COMPARATIVE EVALUATIONS; ERRORS; FILTERS; GRAPH THEORY; GYROSCOPES; LEAST SQUARE FIT; MEMS; MINIMIZATION; NOISE; SIMULATION; STOCHASTIC PROCESSES
- Descriptors DEC
- EVALUATION; MATHEMATICAL SOLUTIONS; MATHEMATICS; MAXIMUM-LIKELIHOOD FIT; MEASURING INSTRUMENTS; NUMERICAL SOLUTION; OPTIMIZATION