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Index of EWU Authors - East West University

Index of EWU Authors - East West University

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Abstract <strong>of</strong> Published Papers 2008Sciences and EngineeringIEEE Signal Processing Letters, Vol. 15, pp. 305-308, 2008Noise Robust Multichannel Frequency-Domain LMS-type Algorithms for BlindChannel IdentificationM. A. Haque*, M. K. Hasan**AbstractA number <strong>of</strong> multichannel least mean square (LMS)-type algorithms have been proposed inthe literature to identify single-input multi-output finite impulse response channels. All <strong>of</strong>these algorithms share the common characteristic <strong>of</strong> good initial convergence followed by arapid misconvergence in the presence <strong>of</strong> noise. This misconvergence characteristic is due tothe nonuniform spectral attenuation <strong>of</strong> the estimated channel coefficients as reported in someresearch results. In this letter, we formulate a novel cost function that inherently opposes suchspectral attenuation resulting from the noisy update vector. We show analytically that thegradient <strong>of</strong> the proposed penalty term enforces uniform distribution <strong>of</strong> the estimated channelspectral energy over the entire frequency band and thus contribute to ameliorating themisconvergence <strong>of</strong> these multichannel algorithms in the presence <strong>of</strong> noise. The robustness <strong>of</strong>the proposed algorithm is verified using numerical examples for different channels in a widerange <strong>of</strong> signal-to-noise ratios.* Department <strong>of</strong> Electrical and Electronic Engineering, Bangladesh <strong>University</strong> <strong>of</strong>Engineering and Technology, (BUET) Dhaka, 1000, Bangladesh.** Department <strong>of</strong> Electrical and Electronic Engineering, <strong>East</strong> <strong>West</strong> <strong>University</strong>, Dhaka 1212.Bangladesh (Pro-VC, <strong>East</strong> <strong>West</strong> <strong>University</strong>) .Email address: khasan@ewubd.edu41

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