TY - JOUR
T1 - Noise Reduction of High-G Accelerometer Signals Based on Frequency-Domain Segmentation and Time-Domain Zeroing
AU - Zhang, Wenyi
AU - Teng, Fei
AU - Zhang, Zhenhai
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - This article focuses on the challenge of accuracy degradation in high-G accelerometer shock calibration due to noise interference in the signal. An efficient signal-denoising method is proposed to address this issue. The method employs adaptive frequency segmentation based on complementary ensemble empirical mode decomposition (CEEMD), effectively eliminating high-frequency noise while accurately preserving the peak information of the shock response. Additionally, a time-domain zeroing (TZ) strategy is integrated into the proposed denoising method, significantly reducing noise and correcting the frequency response amplitude. Simulation results reveal that the method exhibits remarkable performance in noise reduction, sensitivity calibration accuracy, and amplitude-frequency characteristic calibration accuracy, surpassing the other methods. Furthermore, experimental results indicate the ability of this method to enhance the stability of real sensitivity and amplitude-frequency characteristic calibration, thereby providing robust technical support for high-precision calibration measurements.
AB - This article focuses on the challenge of accuracy degradation in high-G accelerometer shock calibration due to noise interference in the signal. An efficient signal-denoising method is proposed to address this issue. The method employs adaptive frequency segmentation based on complementary ensemble empirical mode decomposition (CEEMD), effectively eliminating high-frequency noise while accurately preserving the peak information of the shock response. Additionally, a time-domain zeroing (TZ) strategy is integrated into the proposed denoising method, significantly reducing noise and correcting the frequency response amplitude. Simulation results reveal that the method exhibits remarkable performance in noise reduction, sensitivity calibration accuracy, and amplitude-frequency characteristic calibration accuracy, surpassing the other methods. Furthermore, experimental results indicate the ability of this method to enhance the stability of real sensitivity and amplitude-frequency characteristic calibration, thereby providing robust technical support for high-precision calibration measurements.
KW - Complementary ensemble empirical mode decomposition (CEEMD)
KW - high-G accelerometer
KW - shock calibration
KW - signal noise reduction
KW - time-domain zeroing (TZ)
UR - http://www.scopus.com/inward/record.url?scp=85197091196&partnerID=8YFLogxK
U2 - 10.1109/TIM.2024.3419094
DO - 10.1109/TIM.2024.3419094
M3 - Article
AN - SCOPUS:85197091196
SN - 0018-9456
VL - 73
JO - IEEE Transactions on Instrumentation and Measurement
JF - IEEE Transactions on Instrumentation and Measurement
M1 - 1006310
ER -