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