טכניון מכון טכנולוגי לישראל
הטכניון מכון טכנולוגי לישראל - בית הספר ללימודי מוסמכים  
M.Sc Thesis
M.Sc StudentSanderovich Amichai
SubjectIterative Decoding on MIMO Channels
DepartmentDepartment of Electrical Engineering
Supervisors ? 18? Shlomo Shamai )Shitz(
Mr. Michael Polacek


Abstract

An efficient scheme for the multiple-access Multiple Input Multiple Output (MIMO) channel is proposed, which operates well also in the single user regime, as well as in a DS-CDMA  regime. The design features scalability and is of limited complexity. The system employs optimized Low Density Parity Check (LDPC) codes and an efficient iterative (belief propagation) detection which combines Linear Minimum Mean Square Error (LMMSE) and iterative interference cancellation. Asymptotic density evolution is used to optimize the degree polynomials of the underlining LDPC code. Global optimization technique known as differential evolution is used for optimization, where it is done with Gaussian approximation of the exact density evolution. Thresholds as close as 0.77 dB to the channel capacity is evident for a system load of 2 and replacing the LMMSE with the complex individually optimal multiuser detector (IO-MUD) further improves the performance up to 0.14 dB from the capacity. Comparing the thresholds of good single-user LDPC code to the multiuser optimized LDPC code both on the above multiuser channel reveals surprising 8 dB difference. The asymptotic analysis of the proposed scheme is verified by simulations of finite systems, which reveal meaningful differences between performances of MIMO systems with single and multiple users and demonstrate similar performance to previously reported

techniques, but with higher system loads, and significantly lower receiver complexity.