DocumentCode :
686101
Title :
Joint implementation of several LTE-SON functions
Author :
Khoa Truong Dinh ; Kuklinski, Slawomir
Author_Institution :
Fac. of Electron. & Inf. Technol., Warsaw Univ. of Technol., Warsaw, Poland
fYear :
2013
fDate :
9-13 Dec. 2013
Firstpage :
953
Lastpage :
957
Abstract :
In SON enabled LTE networks many different SON functions may operate simultaneously in order to optimize the network performance. With the increasing number of SON functions the probability of conflicts and dependencies between them increases and become more challenging to handle. In this paper an integrated approach for two SON functions, namely handover optimization and load balancing combined with admission control is presented. In this approach the conflicts are solved using the combination of Fuzzy Q-Learning Control (FQLC) algorithm and a heuristic Diff_Load algorithm. The novelty of this approach lies in using of FQLC for adjusting more than a single parameter, namely the handover hysteresis and the time to trigger in order to simultaneously optimize more than one SON function. Working in parallel, the Diff_Load tunes the handover offset parameter. The proposed approach has been evaluated using the LTE-Sim simulator.
Keywords :
Long Term Evolution; fuzzy control; learning (artificial intelligence); mobility management (mobile radio); optimisation; telecommunication congestion control; FQLC algorithm; LTE networks; LTE-SON functions; LTE-Sim simulator; admission control; fuzzy Q-learning control algorithm; handover hysteresis; handover offset parameter; handover optimization; heuristic diff_load algorithm; load balancing; self organizing networks; Conferences; Handover; Load management; Long Term Evolution; Optimization; Vectors; SON; autonomic network management; cognitive networks; fuzzy logic; machine learning;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Globecom Workshops (GC Wkshps), 2013 IEEE
Conference_Location :
Atlanta, GA
Type :
conf
DOI :
10.1109/GLOCOMW.2013.6825113
Filename :
6825113
Link To Document :
بازگشت