2010 · 11 citations · 7 references
EngineeringMechatronics EngineeringMicroelectromechanical SystemsSensorsTime Series AnalysisDigital Image ProcessingDigital Signal ProcessingImage ProcessingSensor NoiseDenoisingWavelet AnalysisWavelet DenoisingWavelet Transform
In order to improve the precision of MEMS gyro, the MEMS gyro denoising method based on second generation wavelet transform is investigated in this paper. After introducing the principles and establishment of the second generation wavelet transform, a wavelet thresholding de-noising method based on the lifting scheme wavelet transform is used to remove the random drift of three axis MEMS gyro. The denoisng method we used showed good performance in speed and a little better precision compared to conventional wavelet thresholding schemes. The experimental results and analysis indicate that the lifting denoising can effectively reduce the random drift error of MEMS gyro and can be used in real time system.
7
De-noising by soft-thresholding
David L. Donoho · IEEE Transactions on Information Theory · 1995 · 9.6K citations