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MPSO Algorithm Based QoS Parameter Optimization for LTE Networks

DOI: 10.4236/ijcns.2017.105B001, PP. 1-13

Keywords: LTE, Self-Organizing Networks (SON), Quality of Services (QoS), Genetic Algorithm (GA), Multi-Level Particle Swarm Optimization (MPSO)

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Abstract:

QoS Optimization is an important part of LTE SON, but not yet defined in the specification. We discuss modeling the problem of QoS optimization, improve the fitness function, then provide an algorithm based on MPSO to search the optimal QoS parameter value set for LTE networks. Simulation results show that the algorithm converges more quickly and more accurately than the GA which can be applied in LTE SON.

References

[1]  [1] 3GPP TS 23.207 v.9.0.0. (2009) End-to-End Quality of Service (QoS) Concept and Architecture.
[2]  3GPP TS 36.300 v10.0.0. (2010) Evolved Universal Terrestrial Radio Access Network (E-UTRAN); Over- all Description Stage 2 (Release 10).
[3]  3G Americas (2011) Benefits of SON in LTE.
[4]  NGMN Requirement Document (2008) NGMN Re- commendations on SON and OAM Require-ments.
[5]  SOCRATES. Self-Optimisation and Self-Configura- tion in Wireless Networks. https://www.fp7-socrates.eu
[6]  E3. End-to End Efficiency: E3 Overview. https://ict-e3.eu/project/overview/overview.html
[7]  Soldani, D. and Kimmo, V. (2005) Genetic Approach to QoS Optimization for WCDMA Mobile Networks. IEEE-VTC, 4, 2269-2273. https://doi.org/10.1109/vetecs.2005.1543739
[8]  Rabie, K.A., Mohamed, H.A. and Octavia, A.D. (2010) Performance Analysis of Proportional Fair Scheduling in OFDMA Wireless Systems. IEEE-VTC, 1-5.
[9]  Fraimis, I.G. and Kotsopoulos, S.A. (2011) QoS-Based Proportional Fair Allocation Algorithm for OFDMA Wireless Cellular Systems. Communications Letters, IEEE, 15, 1091-1093. http://doi.org/10.1109/LCOMM.2011.081211.111417
[10]  Diaz, I.F., Dimitrova, D.C. and Spaey, K. (2010) Sensitivity Ananlysis of the Optimal Parameter Settings of an LTE Packet Scheduler. IEEE-VTC, 1-6.
[11]  3GPP TS 23.203 v10.2.0. (2010) Policy and Charging Control Architecture (Release 10).
[12]  Kennedy, J. and Eberhart, R.C. (2001) Swarm Intelligence. Morgan Kaufmann, San Mateo.
[13]  Shi, Y.-H. and Eberhart, R.C. (1998) Parameter Selection in Particle Swarm Optimization. Evolutionary Programming VII: Proceedings of the Seventh Annual Conference on Evolutionary Programming, Springer-Verlag, New York, 591-600. http://doi.org/10.1007/BFb0040810
[14]  Johnson, R.R. and Kuby, P.J. (2003) Ele-mentary Sta- tistics. 9th Edition, Duxbury Press.
[15]  3GPP TR36.942 v10.0.0. (2010) Radio Frequency (RF) System Scenarios (Release 10).
[16]  NGMN Alliance (2008) NGMN Radio Access Performance Evaluation Methodology.

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