Sistemas Difusos: Una Aproximación a las redes 5G bajo el Paradigma SDN

The exploitation that has had the fuzzy systems related to advances of 5G networks (Fifth Generation Mobile Networks) and how this development has been framed by the paradigm of SDN (Software Defined Networks) architectures are reviewed in this article. The first part will review terms required for understanding the technologies and their evolution; on which different scenarios are evaluated because they have contributed to the development of the definition of 5G networks. Following, the research and development of the fuzzy systems applied to telecommunications, specifically 5G technology and SDN architectures will be described. Finally, the respective conclusions of the fuzzy systems in the 5G networks and SDN architectures will be exposed.En este artículo se revisó la utilización que ha tenido los sistemas difusos en torno a los avances delas redes 5G (Redes Móviles de Quinta Generación) y cómo este desarrollo ha sido enmarcado por elparadigma de SDN (Software Defined Networks). La primera parte revisó los términos requeridos paraentender las tecnologías planteadas y su evolución; en esta definición se evalúan diferentes escenariosque han contribuido al desarrollo de la definición de las redes 5G. Posteriormente se describió la investigación y desarrollo de los sistemas difusos aplicados a las telecomunicaciones, específicamente la tecnología 5G y las arquitecturas SDN. Finalmente, se expusieron las conclusiones respectivas de los sistemas difusos en las redes 5G y las arquitecturas SDN

Performance Analyses of Different MIMO Modes In LTE Release 8 Networks

The multi-antenna techniques are the one of the key features in 3GPP LTE specifications. Thus, the understanding of different transmission modes behaviour, available in LTE, is very important for high quality and cost efficient LTE network deployment. Besides, the lack of available practical studies of this topic makes the problem even more attractive. This master thesis work is focused on measurement based performance analyses of different special multiplexing (SM) modes available in LTE Release 8 networks using the same LTE base stations as used in this study. Field measurements have been carried out in different propagation environments. In analyses, user application throughput and MIMO utilization have been studied to demonstrate the efficiency of each mode. The measurement results are different than the theoretical and simulation based studies. The results clearly show that the open-loop-dynamic SM is the best choice, independent of the environment, for SNR > -2 to -5 dB and can provide up to 3 Mbps or 11.7% advantage over closed loop SM. The open loop static SM is as good as open loop dynamic SM only for very good, SNR > 10 to 15 dB, channel conditions. And, for the bad channel conditions, SNR 15 dB, which means, that there is a significant interference between parallel data streams. The bad performance of the closed loop is associated with low CQI reports for codeword 1 as the UE reduces the SNR for codeword 1 to mitigate the interference between parallel data streams. The results can be generalized only for the studied equipment hardware, software and parameters as the other vendors can have slightly different implementation of some parts of LTE. But any way, the results show that knowledge of the different SM modes behaviour can help to increase the quality of the network