LMS algorithm fixed-point modeling designated based on System Generator modules

作者: Chen Liwei , Tan Zhiliang , Cui Lidong

DOI: 10.1109/CEEM.2015.7368653

关键词:

摘要: LMS Algorithm floating point arithmetic in hardware implementation system takes up more resources, running slow and can not meet the real-time requirements of system. So we need fixed-point for algorithm. Doing algorithm modeling with System Generator Simulink environment will be implement ISE MATLAB. We make adjustments do corresponding design simulation methods . Simulation results show that module cellation noise well. But compared floating-point modules, there are a little errors. achieve effectively. In ,it lay good foundation complex implementation.

参考文章(6)
Mohamed Ghanassi, Benoît Champagne, Peter Kabal, Fast communication: On the steady-state mean squared error of the fixed-point LMS algorithm Signal Processing. ,vol. 87, pp. 3226- 3233 ,(2007) , 10.1016/J.SIGPRO.2007.05.029
Subhanshu Gupta, Yi Tang, Jeyanandh Paramesh, David J. Allstot, Multi-rate Polyphase DSP and LMS Calibration Schemes for Oversampled ADCs Journal of Signal Processing Systems. ,vol. 69, pp. 329- 338 ,(2012) , 10.1007/S11265-012-0677-3
Romuald Rocher, Daniel Menard, Olivier Sentieys, Pascal Scalart, Accuracy evaluation of fixed-point based LMS algorithm Digital Signal Processing. ,vol. 20, pp. 640- 652 ,(2010) , 10.1016/J.DSP.2009.10.007
Zheng-wei Hu, Zhi-yuan Xie, Modification of Theoretical Fixed-point LMS Algorithm for Implementation in Hardware international symposium on electronic commerce and security. ,vol. 2, pp. 174- 178 ,(2009) , 10.1109/ISECS.2009.40
Romuald Rocher, Daniel Menard, Pascal Scalart, Olivier Sentieys, Analytical Approach for Numerical Accuracy Estimation of Fixed-Point Systems Based on Smooth Operations IEEE Transactions on Circuits and Systems. ,vol. 59, pp. 2326- 2339 ,(2012) , 10.1109/TCSI.2012.2188938
Yuh-Huu Chang, Ching-Kae Tzou, N.J. Bershad, Postsmoothing for the LMS algorithm and a fixed point roundoff error analysis IEEE Transactions on Signal Processing. ,vol. 39, pp. 959- 962 ,(1991) , 10.1109/78.80922