FPGA-Based Time-Domain Channel Estimation in Gaussian Mixture Model

被引:0
|
作者
Khalid, Muhammad [1 ]
Muhammad Khan, Abid [2 ]
Rauf, Muhammad [3 ]
Taha Jilani, Muhammad [4 ]
Afzal, Sheraz [2 ]
机构
[1] Bahria Univ, Elect Engn Dept, Karachi Campus, Karachi, Pakistan
[2] Sir Syed Univ Engn & Technol, Electron Engn Dept, Karachi, Pakistan
[3] Dawood Univ Engn & Technol, Dept Elect Engn, Karachi, Pakistan
[4] PAF Karachi Inst Econ & Technol, Grad Sch Sci & Engn, Karachi, Pakistan
关键词
NOISE;
D O I
10.1155/2021/5596301
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The performance of time-domain channel estimation deteriorates due to the presence of Gaussian mixture model (GMM) noise, which results in high mean squared error (MSE) as a challenging issue. The performance of the estimator further decreases when the complexity of the estimator is high due to the high convergence rate. In this paper, an optimized channel estimation method is proposed with low complexity and high accuracy in the GMM environment. In this channel estimation, an improved Gauss-Seidel iterative method is utilized with a minimum number of iterations. The convergence rate of the Gauss-Seidel method is improved by estimating an appropriate initial guess value when no guard bands are used in the orthogonal frequency-division multiplexing (OFDM) symbol. Simulation results provide an acceptable MSE for GMM environments, up to the probability of 5% impulsive noise component. This paper also presents the design and implementation of the proposed estimator in the NEXYS-2 FPGA platform that provides resources allocation, reconfigurability, schematic, and the timing diagram for detailed insight.
引用
收藏
页数:12
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