System Level Modeling and Optimization of the LTE Downlink
System Level Modeling and Optimization of the LTE Downlink
System Level Modeling and Optimization of the LTE Downlink
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D. Evaluation <strong>of</strong> Multi-User GainSimilar to <strong>the</strong> analysis in [63], this simulation extends <strong>the</strong> MIMO scenario describedin Table 5.1 (but without <strong>the</strong> addition <strong>of</strong> FFR). For <strong>the</strong>se results, we compare <strong>the</strong>throughput results with a log log fit. The reasoning for this fit is based on adapting<strong>the</strong> assumption that, for N TX transmit antennas at <strong>the</strong> eNodeB <strong>and</strong> N RX receiveantennas at each <strong>of</strong> <strong>the</strong> K UEs, cell capacity grown with N TX log log (KN RX ) [77,145, 146] to this cellular scenario in which each UE does not experience <strong>the</strong> sameSNR 1 .A metric a log log (K b) is adopted to quantify <strong>the</strong> maximum achievable MU gainin this scenario for different antenna configurations. Denoting as log log (K b 1×1 )<strong>the</strong> MU gain for <strong>the</strong> 1×1 case <strong>and</strong> accordingly normalizing, 2×2 <strong>and</strong> 4×4 CLSMconfigurations, shown in Figures D.2 <strong>and</strong> D.3 are compared to <strong>the</strong> SISO case. Weterm a as <strong>the</strong> multiplexing gain, while b is denoted as <strong>the</strong> multi-user gain flattening,as it depicts <strong>the</strong> reduction in <strong>the</strong> capacity <strong>of</strong> <strong>the</strong> scheduler to correctly extract multiusergain.Avg. cell throughput [Mbit/s]1401301201101009080706050400Throughput 2x25 10 15 20 25 30number <strong>of</strong> UEs/cellFairness <strong>of</strong> UE throughput10.90.80.70.60.50.40.30.20.100Fairness 2x25 10 15 20 25 30number <strong>of</strong> UEs/cellRound Robin Proportional fair Best CQI fitFigure D.2: 2×2 CLSM transmit mode multi-user gain results. Left: throughput results.Right: fairness results. Vertical lines mark <strong>the</strong> 95% confidence intervals.The values obtained from a log log MSE-minimizing fit are shown in Table D.1 for<strong>the</strong> SISO <strong>and</strong> 2×2 CLSM <strong>and</strong> 4×4 CLSM cases.Table D.1.: log log fit results for <strong>the</strong> 1×1, 2×2, <strong>and</strong> 4×4 antenna configurations.1×1 2×2 CLSM 4×4 CLSMMultiplexing gain a - 1.55 2.67MU-gain flattening b 5.6 7.07 10.33While <strong>the</strong> potential throughput <strong>of</strong> 4×4 is double that <strong>of</strong> 2×2, such gains are not1 The original expression is derived for MU-gain derived from <strong>the</strong> channel distribution, ra<strong>the</strong>r thanthat <strong>of</strong> <strong>the</strong> channel <strong>and</strong> <strong>the</strong> cell pathloss/layout.98