On Bandwidth Efficient Channel Estimation Algorithms For Hybrid MIMO ACO OFM VLC System
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Abstract
The current period is an Electronics and Communication era. From the analogue
newlinevoice of 1st Generation (1G) to the existing broadband technology of 4th
newlineGeneration (4G) to have a higher data rate and mobility of future 5th (5G)
newlinecommunication engineering domain has seen very significant growth. Less power
newlineconsumption, high data rate with minimal errors, cost-effective and bandwidthefficient
newlinetechniques are the essential points to be considered while designing any
newlinemodern communication systems.
newlineThe goal of this thesis is to presents the idea of sparse channel estimation
newlineusing Compressed Sensing (CS) method for space-time block coding (STBC),
newlineand spatially multiplexing (SM) derived hybrid multiple-input multiple-output
newline(MIMO) asymmetrically clipped optical-orthogonal frequency division multiplexing
newline(ACO-OFDM) for visible light communication (VLC). This hybrid system
newlineaccounts multiplexing gain of SM and diversity gain of STBC technique.
newlineA central theme throughout the thesis is Compressed Sensing (CS) theory; a
newlinebandwidth-efficient technique which is widely used to capture only the necessaryquot
newlinedata for various applications and/or data processing. However, reconstruction
newlineof the signal using Compressed Sensing algorithm is highly challenging due to
newlineunderdetermined systems or sparse nature.
newlineIn this process, a new variant of sparsity adaptive matching pursuit (SaMP)
newlinealgorithm called dynamic step-size sparsity adaptive matching pursuit (DSSSaMP)
newlinealgorithm. It make-use of the inherent and implicit structure of SaMP,
newlinealong with dynamic adaptivity of step-size feature which is compatible with the
newlineenergy of the input signal, thus the name dynamic step-size.
newlineExisting CS-based recovery algorithms like Orthogonal Matching Pursuit (OMP),
newlineSaMP, Adaptive step-size Sparsity Adaptive Matching Pursuit (AS-SaMP) and
newlineproposed DSS-SaMP were compared for hybrid MIMO-ACO-OFDM Visible Light
newlineCommunication (VLC) system, using two methods to solve underdetermined
newlinelinear equations i.e. least square (LS) method and minimum mean square error
newline