Efficient Low Complexity MIMO Detection Algorithm Design for Wireless Systems
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Abstract
The demand for reliable higher data rates in digital communication is increasing
newline day by day with the growing number of users. Improving spectral efficiency is one
newline of the key solutions to meet the demand for higher data rates. The multiple-input
newline multiple-output (MIMO) system allows the transmission of multiple data streams con
newlinecurrently within the same frequency band because of its spatial multiplexing capabil
newlineity and hence improves spectral efficiency without requiring additional transmission
newline power. Recently introduced large-scale MIMO and massive MIMOsupports hundreds
newline of antennas at the base station and is able to serve dozens of users in the same time
newlinefrequency resource simultaneously and is considered as a key enabling technology for
newline present fifth-generation and upcoming sixth-generation wireless communication stan
newlinedards. However, designing MIMO detectors with low complexity and near-optimal
newline detection performance is challenging.
newline In this thesis, the problem of efficient detection is investigated for small-scale,
newline large-scale, and massive MIMO systems in spatial multiplexing mode. First, a low
newline switching fixed complexity sphere decoding scheme is proposed for small-scale and
newline massive MIMO systems. In addition, a sub-optimal sorted QR decomposition and
newline soft-bit information generation scheme is presented.
newline Next, a neighborhood searching technique, namely low-complexity pair-wise
newline layered tabu search (PLTS), is proposed for large-scale MIMO systems. The complex
newlineity of PLTS is reduced by an efficient Gram matrix and matched filtered output update
newline strategy. Precomputation techniques are introduced to avoid redundant operations.
newline Thenumberofiterations for each reactive tabu search (RTS) operation at a certain layer
newline of PLTS impacts detector complexity and bit error performance. Therefore two strate
newlinegies are introduced to optimize the effective RTS iterations required for layered tabu
newline