Research Article
GMM-MUD: An Effective Multiuser Detection Algorithm for DS-UWB-Based Space Formation Flying Systems
(1) | Receive the multiuser signals by using matched filters and received bits are detected by using (9) and (10) | (2) | Map the detected bits for preprocessing by using (18) | (3) | Set the initial value of | (4) | Expectation step: compute the responsibilities by using (29) | (5) | Maximization step: compute the weights, mean values, and variances by using (31), (32), and (33) | (6) | Iterate steps 4 and 5 until convergence | (7) | Classify the received bits into two submodels after estimating the GMM parameters | (8) | If hypothesis is accepted (the received bit is error), the error bit is revised by inverting the sign |
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