Adaptive Equalization with Variable Step Size Algorithm Based on Gradient for HF Channel

Author:

Han Fang Fang1,Lin Zi Hao1

Affiliation:

1. State Radio Monitoring Center

Abstract

To further improve the performance of adaptive equalization in HF channel, a new variable step size algorithm is proposed based on the iterative gradient. The step size is set to a vector according to the weights of the equalizer, and it can vary with the iterative gradient during the equalization process. The algorithm overcomes the traditional variable step size with the constant scale for all the weights of the equalizer, thus it can obtain faster convergence rate and lower steady state error in HF channel. In the complex channel condition, the algorithm proposed in this paper can avoid the local minimum point of the objective function to obtain the global convergence performance. Simulation result shows the effectiveness in the Watterson channel model.

Publisher

Trans Tech Publications, Ltd.

Subject

General Engineering

Reference5 articles.

1. JIANG Hong. Linear Equalization Methods under HF Channel [J]. Ship Electronic Engineering, 2013, 33(8): 85-87+112.

2. Shukla P K,Turner L F.Channe1-estimation-based adaptive DFE for fading multipath radio channels [J]. IEE Proc. Pt, 1991, 138(6): 525-543.

3. TIAN Wei, ZHOU Xin-li, CHU Jian-chong, YU Cheng-fei. Research into HF channel equalization based on DS-VCC-DDEA algorithm [J]. Journal of Circuits and Systems, 2013, 18(1): 390-396.

4. GAO Ying, XIE Sheng-li. A variable step size LMS adaptive filtering algorithm and its analysis [J]. ACTA Electronica Sinica, 2001, 29(8): 1094-1097.

5. WATTERSON C C, JUROSHEK J R, BENSEMA W D. Experimental confirmation of an HF channel model [J]. IEEE Trans. On Commun. Technology, 1970, 18(6): 792-803.

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