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Sensors • Vol 17 • No 10
Modeling and Compensation of Random Drift of MEMS Gyroscopes Based on Least Squares Support Vector Machine Optimized by Chaotic Particle Swarm Optimization
October 2017 • Haifeng Xing, Bo Hou, Zhihui Lin, Meifeng Guo
MEMS (Micro Electro Mechanical System) gyroscopes have been widely applied to various fields, but MEMS gyroscope random drift has nonlinear and non-stationary characteristics. It has attracted much attention to model and compensate the random drift because it can improve the precision of inertial devices. This paper has proposed to use wavelet filtering to reduce noise in the original data of MEMS gyroscopes, then reconstruct the random drift data with PSR (phase space reconstruction), and establish the model for …
Gyroscope
Particle Swarm Optimization
Support Vector Machine
Mems
Computer Science
Algorithm
Electronic Engineering
Engineering
Artificial Intelligence
Physics
Mathematics
Statistics
Aerospace Engineering
Quantum Mechanics