Research on MEMS gyroscope motion signal processing method based on stochastic resonance and optimized mode decomposition

陀螺仪 混叠 振动结构陀螺仪 滤波器(信号处理) 信号(编程语言) 噪音(视频) 计算机科学 随机共振 小波 算法 人工智能 计算机视觉 物理 量子力学 图像(数学) 程序设计语言
作者
jinbo lu,Qi Ran,Hongyan Wang,Kunyu Tan,Zhen Pei,Jinling Chen
出处
期刊:Measurement Science and Technology [IOP Publishing]
标识
DOI:10.1088/1361-6501/ad727f
摘要

Abstract In order to process the motion signals of MEMS gyroscopes more effectively, this paper proposes a method that combines tri-stable stochastic resonance (TSR) and optimal mode decomposition (ICEEMDAN). Firstly, we combined TSR with the crown porcupine optimization (CPO) algorithm and ICEEMDAN to improve the signal-to-noise ratio (SNR) of MEMS gyroscope motion signals. On this basis, the signals are decomposed into many intrinsic mode functions (IMFs). Secondly, the multi-scale permutation entropy (MPE) and dynamic time warping (DTW) are used to form the IMF component judgment criteria, which decompose these IMF components into noise, aliasing, and signal components. Then, savitzky-golay (SG) filter and wavelet packet threshold filter are used to filter the noise component and aliasing component separately, and the filtered results are superimposed with the original signal component to obtain the reconstructed signal. Finally, the proposed method is validated through simulation signals and measured motion signals from MEMS gyroscopes, and the results show its effectiveness and practicality.
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