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Precoder Matrix Detection: Description Primary User Cooperative Mobile Relay eNodeB Aim: Reception of MIMO signals by a secondary receiver that acts as.

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Presentation on theme: "Precoder Matrix Detection: Description Primary User Cooperative Mobile Relay eNodeB Aim: Reception of MIMO signals by a secondary receiver that acts as."— Presentation transcript:

1 Precoder Matrix Detection: Description Primary User Cooperative Mobile Relay eNodeB Aim: Reception of MIMO signals by a secondary receiver that acts as a relay Detect unknown precoder CLSM relaying

2 Completed Work Aim: Design of receivers for LTE systems without PMI information at Cooperative Mobile Relay (CMR) Assumption: Single cell scenario, no interference Algorithms developed:  Hypothesis testing Framework 1. Simplified Maximum Likelihood (ML) algorithm 2. Cluster variance algorithm

3 Completed Work

4 Massive MIMO

5 SNR needed at CMR vs. SNR at PU for 10% BLER 1 PU simulated using “ETU” channel model, moving at 60 Km/h with 2 receive antennas. 2 transmit antennas at eNodeB. CMR uses “EPA” channel model, is stationary. CMR has either 2 or 4 receive antennas in two scenarios. With added antennas at CMR, much more performance gain observed.

6 Precoder Detection using Temporal Correlations Simple ML and cluster variance algorithm neglect temporal correlations Additional performance gain by exploiting the correlations Aim:  Identify scenarios with significant temporal correlations  Propose a suitable model to represent the system ─ Verify the choice of model

7 Scenarios with Significant Correlations

8 Hidden Markov Model for Temporal Correlations We consider a hidden Markov model (HMM) Each state of HMM is given by a specific precoder matrix Observations: Set of log-likelihood ratios for each precoder, given received symbols and channel estimate ─ Depends only on current state Use HMM to compute conditional distribution of current precoder (i.e. state) given past observations and/or state Use above conditional distribution in a MAP decision rule

9 Validation of HMM for Temporal Correlations

10 Future Work


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