Title :
A new adaptive filtering algorithm based on discrete wavelet transforms
Author :
Feng, Cunqian ; Zhang, Linrang ; Hui, Xiaoping
Abstract :
The wavelet transform domain LMS algorithm are integrated with variable step-size LMS algorithm, from which a new adaptive filtering algorithm is presented based on discrete wavelet transforms (NDWT-LMS). The algorithm can reduce the self-correlation of input signals effectively and can overcome the conflict between high convergence rate and low steady-state error in LMS algorithm which leading by fixed step-size, The computer simulation results indicate that the new algorithm has higher convergence rate and lower steady-state error to compared with LMS algorithm, it can be applied effectively in the adaptive systems.
Keywords :
adaptive filters; discrete wavelet transforms; adaptive filtering algorithm; adaptive system; discrete wavelet transforms; Adaptive filters; Algorithm design and analysis; Convergence; Discrete wavelet transforms; Least squares approximation; Signal processing algorithms; LMS algorithm; adaptive filtering; the wavelet transforms domain adaptive algorithm; variable step-size adaptive algorithm; wavelet transform;
Conference_Titel :
Image and Signal Processing (CISP), 2010 3rd International Congress on
Conference_Location :
Yantai
Print_ISBN :
978-1-4244-6513-2
DOI :
10.1109/CISP.2010.5647465