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• W2916291239 abstract "The adaptive algorithms applied to distributed networks are usually real-valued diffusion subband adaptive filter algorithms. However, it cannot be used for processing the complex-valued signals. In this paper, a novel augmented complex-valued diffusion normalized subband adaptive filter (D-ACNSAF) algorithm is proposed for distributed estimation over networks. In order to deal with the noncircular complex-valued signals, the D-ACNSAF algorithm uses the widely linear model for a diffusion network. Due to the second-order statistical properties of signal, the D-ACNSAF algorithm can process the circular and non-circular complex-valued signals simultaneously. Moreover, the stability and mean-square steady-state analysis of the proposed algorithm are derived based on the spatial–temporal energy conservation principle. Computer simulation experiments on complex-valued system identification and prediction show that the proposed algorithm has better performance (lower mean-square deviation and faster convergence rate) than diffusion complex least-mean-square and diffusion augmented complex least-mean-square algorithms. And the simulation results are consistent with the analysis results." @default.
• W2916291239 created "2019-03-02" @default.
• W2916291239 creator A5021226284 @default.
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• W2916291239 date "2019-06-01" @default.
• W2916291239 modified "2023-10-15" @default.
• W2916291239 title "Widely Linear Complex-Valued Diffusion Subband Adaptive Filter Algorithm" @default.
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• W2916291239 doi "https://doi.org/10.1109/tsipn.2018.2873242" @default.
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