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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A. SNR-independence <strong>of</strong> <strong>the</strong> CLSM Precoder Choice<strong>of</strong> zero. The 95% confidence intervals are shown as vertical bars on <strong>the</strong> curves.The high-SNR approximation is shown to be always accurate for <strong>the</strong> rank-one transmission,with <strong>the</strong> ratio <strong>of</strong> a wrong optimum precoder choice growing with <strong>the</strong> number<strong>of</strong> layers. For <strong>the</strong> four-layer case, a suboptimal precoder was chosen in average between40% to 20% <strong>of</strong> <strong>the</strong> cases in <strong>the</strong> -5 dB-25 dB SNR range are observed, whichalbeit seemingly big, maps to an error between 1.6% to 0.6% in terms <strong>of</strong> sum spectralefficiency. For <strong>the</strong> 4×2 case, <strong>the</strong> worst-case deviation ranges from 2.3% to 0.4%.Fur<strong>the</strong>r decreasing <strong>the</strong> impact <strong>of</strong> <strong>the</strong> deviation is <strong>the</strong> fact that at low SNR, a highrankprecoder will very probably not be used. Figure A.4 depicts <strong>the</strong> average sumspectral efficiency for <strong>the</strong> optimum precoder choice over SNR for <strong>the</strong> 4×2 <strong>and</strong> 4×4antenna configurations for <strong>the</strong> low-SNR range <strong>of</strong> -5 dB to 5 dB SNR.avg. sum capacity [bit/cu]4.543.532.521.514x2, rank 14x2, rank 20.5−5 0 5SNR [dB]avg. sum capacity [bit/cu]76543214x4, rank 14x4, rank 24x4, rank 34x4, rank 40−5 0 5SNR [dB]Figure A.4: Sum-capacity over SNR with an optimum precoder choice for each possible rankchoice. Left: 4×2 antenna configuration. Right: 4×4 antenna configurationAs <strong>the</strong> UE feedback algorithm is to choose <strong>the</strong> PMI <strong>and</strong> RI combination maximizing<strong>the</strong> sum capacity, a low RI value is to be chosen at low SNR with high probability,which is exactly where <strong>the</strong> model is most precise.rank choice ratio10.90.80.70.60.50.40.30.20.104x2, rank 14x2, rank 2−5 0 5 10 15 20 25SNR [dB]rank choice ratio0.90.80.70.60.50.40.30.20.104x4, rank 14x4, rank 24x4, rank 34x4, rank 4−5 0 5 10 15 20 25SNR [dB]Figure A.5: Rank <strong>of</strong> <strong>the</strong> optimum precoder choice over SNR.This effect is shown in Figure A.5, where for each channel realization, <strong>the</strong> rankdistribution <strong>of</strong> <strong>the</strong> optimum PMI-RI combination is shown. For <strong>the</strong> 4 × 4 case, a89