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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3. Physical Layer <strong>Modeling</strong> <strong>and</strong> <strong>LTE</strong> <strong>System</strong> <strong>Level</strong> Simulationrun time [s]10 410 310 2link levelsystem levelSISOSIMO 1x2TxD 2x2OLSM 2x2OLSM 4x2OLSM 4x4CLSM 2x2CLSM 4x2CLSM 4x41.4MHz 5MHz 10MHz 20MHzFigure 3.18: Simulation run time. Legend <strong>and</strong> colors as in Figures 3.16 <strong>and</strong> 3.17.While for OLSM <strong>the</strong> gains are higher (up to a 1 150x speed-up, as shown in Table3.5), significant gains can be achieved for CLSM, <strong>of</strong> high interest due to <strong>the</strong>employed more elaborate MIMO feedback <strong>and</strong> higher model accuracy. In this case,a speed-up gain <strong>of</strong> up to 359x can be obtained when considering a 20 MHz b<strong>and</strong>width.Such a computational complexity reduction enables performing multi-usersimulations with high channel b<strong>and</strong>widths, necessary to evaluate complex schedulingscenarios or multi-user gain with more practical simulation time durations, such asin <strong>the</strong> example in Appendix D.Table 3.5.: Calculated system level simulator speed-up compared to link level simulation runtime, 20 MHz b<strong>and</strong>width scenario.Single TX TxD OLSM CLSM1×1 1×2 2×2 2×2 4×2 4×4 2×2 4×2 4×4speed-up 153x 140x 351x 665x 836x 1 150x 200x 259x 359x3.2.2. Multi-cellThe L2S model presented in this <strong>the</strong>sis, on which <strong>the</strong> <strong>LTE</strong> system level simulatoris based, enables simple simulation <strong>of</strong> dense networks. As such, it is an idealtool for performance modeling <strong>of</strong> heterogeneous networks, where an <strong>LTE</strong> macrocelllayer is coupled with a tier <strong>of</strong> smaller, low-power cells (e.g., pico-, or femto-cells).Although issues related to <strong>LTE</strong> femtocell deployment are currently already beinginvestigated [100–102], results commonly lack accurate link abstraction modelingdue to <strong>the</strong> extra overhead necessary for it.increase in complexity with <strong>the</strong> number <strong>of</strong> PHY resources (RBs) <strong>the</strong>y allocate. In multi-usersimulations scenarios where scheduling algorithms are applied, simulation run time may not,depending on <strong>the</strong> complexity <strong>of</strong> <strong>the</strong> scheduling algorithm, stay constant over b<strong>and</strong>width.47