JOURNAL ARTICLE

Research on Improved Wavelet Threshold Denoising Method for Non-Contact Force and Magnetic Signals

Xiaoxiao LiKexi LiaoGuoxi HeJianhua Zhao

Year: 2023 Journal:   Electronics Vol: 12 (5)Pages: 1244-1244   Publisher: Multidisciplinary Digital Publishing Institute

Abstract

In order to solve the problem of noise interference in the collected magneto mechanical signals, a new wavelet shrinkage threshold based on adaptive estimation is proposed. Based on the shortcomings of the traditional threshold function, an improved threshold function is proposed, and the parameters of the threshold function are solved by the improved genetic algorithm, and the optimal denoising effect is finally obtained. The new threshold function can not only make up the defects of each threshold function, ensure the continuity of threshold function, but also flexibly adjust the threshold to adapt to different noise conditions, and solve the deviation caused by inherent threshold function, and protect the useful information with noise signals.

Keywords:
Noise reduction Interference (communication) Noise (video) Wavelet Function (biology) Threshold model Computer science Algorithm Mathematics Artificial intelligence Statistics Telecommunications

Metrics

9
Cited By
1.84
FWCI (Field Weighted Citation Impact)
35
Refs
0.78
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Structural Health Monitoring Techniques
Physical Sciences →  Engineering →  Civil and Structural Engineering
Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Ultrasonics and Acoustic Wave Propagation
Physical Sciences →  Engineering →  Mechanics of Materials

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