journal article·2023-09-01Open access

Cosine function variable step-size transform domain least mean square algorithm based on matrix rotation

Xiaoling Ning, Keyi Zhang, Lei Zhu

AIP Advances· Volume 13· Issue 9

Abstract

A novel cosine function variable step-size transform domain least mean square (LMS) algorithm based on matrix rotation (COS-ROTDCT-LMS-DFE) was put forward. Based on the discrete cosine transform domain LMS (DCT-LMS) algorithm, it was first processed by matrix rotation in an anticlockwise direction to resolve the problem of self-interference between signals, which effectively sped up the convergence of the algorithm. Subsequently, a cosine function variable step-size algorithm was developed considering that its curve was characterized by a smooth top and fast rising and falling speed so as to further improve the convergence speed of the algorithm. Subsequently, the decision feedback equalizer (DFE) was introduced into the algorithm to compensate signal distortion and noise. The convergence performance of the algorithm was simulated in typical multipath underwater acoustic channels. The simulation results showed that the convergence performance of the new algorithm was equivalent to that of recursive least squares (RLS). The convergence speed of COS-ROTDCT-LMS-DFE was even better than that of the recursive least square decision feedback equalizer (RLS-DFE) algorithm. The new algorithm performed well in terms of both convergence speed and steady-state error and could be easily implemented.
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Research context

OpenAlex topics: Advanced Adaptive Filtering Techniques · Speech and Audio Processing · Blind Source Separation Techniques

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Weaponry Engineering, Naval University of Engineering 1 , Wuhan 430033, China

Team 27, the Ninth Student Brigade, Naval University of Engineering 2 , Wuhan 430033, China

Funding

National Natural Science Foundation of China

References (25)

Show source-provided references
1. 2014
2. Sparsity-inducing frequency-domain adaptive line enhancer for unmanned underwater vehicle sonar10.1016/j.apacoust.2020.107689 ↗
3. Mean-square performance of the modified frequency-domain block LMS algorithm10.1016/j.sigpro.2019.04.030 ↗
4. Fractional Fourier domain equalization for DCT based OFDM system with CFO10.1016/j.dsp.2020.102687 ↗
5. Performance analysis of the DCT-LMS adaptive filtering algorithm10.1016/s0165-1684(00)00098-0 ↗
6. A note on ‘Performance analysis of the DCT–LMS adaptive filtering algorithm10.1016/j.sigpro.2005.03.008 ↗
7. A transform domain LMS adaptive filter with variable step-size10.1109/97.991136 ↗
8. Transform domain technique for windowing the DCT and DST10.1016/s0016-0032(01)00058-8 ↗
9. Discrete cosine transform domain parallel LMS equalizer
10. Fast convergence transform domain adaptive filter algorithm10.3724/sp.j.1187.2011.00240 ↗
11. 2013
12. A model-based variable step-size strategy for proximal multitask diffusion LMS algorithm10.1016/j.dsp.2021.103199 ↗
13. Application of fast convergent affine projection algorithm in sparse underwater acoustic channels
14. Improved variable step-size LMS algorithm based on hyperbolic tangent function10.11959/j.issn.1000-436x.2020224 ↗
15. Segmented variable-step-size LMS algorithm based on normal distribution curve
16. The application of improved variable step-size LMS algorithm in sonar signal processing
17. Sparse decision feedback equalization for underwater acoustic channel based on minimum symbol error rate10.1016/j.ijnaoe.2021.07.004 ↗
18. Transform-domain adaptive filters: An analytical approach10.1109/78.348125 ↗
19. The rotations of the matrix and its application
20. An improved space-time block code based on matrix rotation10.4236/ijcns.2013.66034 ↗
21. An orthogonal space-time block code based on matrix rotation
22. Complexity considerations for transform-domain adaptive filters10.1016/s0165-1684(03)00038-0 ↗
23. 2009
24. Variable step size LMS equalization algorithm based on adaptive mixed-power parameter in underwater acoustic channels
25. An active noise control method of non-stationary noise under time-variant secondary path10.1016/j.ymssp.2020.107193 ↗