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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6. Summary <strong>and</strong> Outlook6.2. OutlookWith <strong>LTE</strong>, as in <strong>the</strong> case <strong>of</strong> UMTS, enhancements to <strong>the</strong> st<strong>and</strong>ard began as soonas <strong>the</strong> first release (Release 8) was specified. Releases 10 <strong>and</strong> 11, termed <strong>LTE</strong>-Advanced, are already following a clear st<strong>and</strong>ardization path, with research proposalsfor Beyond-<strong>LTE</strong> (<strong>LTE</strong>-B) already trying to address future issues.The currently-implemented model is already adequate for single user MIMO <strong>and</strong>correctly scales for higher number <strong>of</strong> cells, which is expected as more dense cell deployments<strong>of</strong> small-cell sizes (pico-, femto-) are adopted to increase network throughput[138]. Minor enhancements to <strong>the</strong> model will allow it to evaluate energy efficiency<strong>and</strong> latency issues, already hot topics <strong>of</strong> discussion for <strong>LTE</strong>-A/B [139, 140],as well as Carrier Aggregation (CA), which can bring <strong>the</strong> usable b<strong>and</strong>width to upto 100 MHz [83, 141].However, improvements in <strong>the</strong> PHY will provide new modeling challenges, as MU-MIMO <strong>and</strong> interference-coordination schemes such as Interference Alignment (IA)or Cooperative Multi-Point (CoMP) need to be included into <strong>the</strong> L2S model as well.As <strong>the</strong> number <strong>of</strong> small cells becomes higher, cellular networks will, up to a certainpoint, stop being planned <strong>and</strong> will rely more on self-organizing spectrum allocationto avoid interference, for which an extra modeling layer <strong>of</strong> inter-cell coordination <strong>and</strong>communication could be designed. Additionally, new models may also be neededto include <strong>the</strong> effect <strong>of</strong> Machine-to-Machine (M2M) communications where up to1000+ machines/cell may be sporadically communicating.In prior st<strong>and</strong>ards, it remained <strong>the</strong> duty <strong>of</strong> <strong>the</strong> physical layer to provide a link with anever-increasing spectral efficiency. Currently, <strong>the</strong> importance <strong>of</strong> MAC <strong>and</strong> inter-cellcoordination schemes in order to exploit multi-user gain <strong>and</strong> spatial reuse (smallercells) has steadily increased. With it grows also <strong>the</strong> importance <strong>of</strong> accurate <strong>and</strong>low-complexity models such those presented in this <strong>the</strong>sis. Future link abstractionmodels will continue to allow performance evaluation <strong>of</strong> ever-more-complex networkdeployments with an ever-increasing degree <strong>of</strong> self-organization, interference coordination<strong>and</strong>, as a result, increased performance.83