Title :
Design and simulation of ultrasonic denoising algorithm using wavelet transform and ICA
Author :
Talebhaghighi, Zahra ; Bazzazi, Farnaz ; Sadr, Ali
Author_Institution :
Dept. of Electr. & Comput. Eng., IAU, Qazvin, Iran
Abstract :
In this paper a new algorithm for signal denoising is proposed. The algorithm uses two signal processing techniques, wavelet transform and independent component analysis. The approach is based on removing the limitations of one technique by taking advantages of the other technique. In previous works, denoising process causes removing some signal components. In this work an algorithm is presented that keep all them. The performance of this method is studied on some test standard signals. In addition, as a practical application, this method is applied to ultrasonic signal denoising that widely use in nondestructive testing (NDT). The simulation results show up to 2dB improvement in SNR comparing wavelet transform.
Keywords :
independent component analysis; signal denoising; ultrasonic materials testing; wavelet transforms; ICA; independent component analysis; nondestructive testing; signal processing techniques; ultrasonic denoising; wavelet transform; Algorithm design and analysis; Discrete wavelet transforms; Frequency; Independent component analysis; Noise reduction; Nondestructive testing; Signal processing; Signal processing algorithms; Wavelet analysis; Wavelet transforms; NDT; Ultrasonic; WICA Independent Component Analysi; Wavelet Transform;
Conference_Titel :
Computer and Automation Engineering (ICCAE), 2010 The 2nd International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-5585-0
Electronic_ISBN :
978-1-4244-5586-7
DOI :
10.1109/ICCAE.2010.5451260