Title :
Controlling self healing cellular networks using fuzzy logic
Author :
Saeed, Arsalan ; Aliu, Osianoh Glenn ; Imran, Muhammad Ali
Author_Institution :
Centre for Commun. Syst. Res., Univ. of Surrey, Guildford, UK
Abstract :
Wireless cellular communication networks is undergoing a transition from being a simply optional voice communication to becoming a necessity in our everyday lives. In order to ensure uninterrupted high Quality of Experience for subscribers, network operators must ensure 100% reliability of their networks without any discontinuity either for planned maintenance or breakdown. This paper demonstrates self healing capability to the fault recovery process for each cell. It is proposed to compensate cells in failure by neighboring cells optimizing their coverage with antenna reconfiguration and power compensation resulting in filling the coverage gap and improving the QoS for users. The right choice of these reconfigured parameters is determined through a process involving fuzzy logic control and reinforcement learning. Results show an improvement in the network performance for the area under outage as perceived by each user in the system.
Keywords :
cellular radio; fault diagnosis; fault tolerant computing; fuzzy control; learning (artificial intelligence); performance evaluation; quality of service; radio networks; software maintenance; telecommunication control; telecommunication network reliability; voice communication; QoS; antenna reconfiguration; breakdown; coverage gap; fault recovery process; fuzzy logic control; neighboring cells; network operators; network performance; network reliability; optional voice communication; planned maintenance; power compensation; quality of experience; reconfigured parameters; reinforcement learning; self healing capability; self healing cellular networks control; wireless cellular communication networks; Fuzzy logic; Interference; Learning; Mathematical model; Signal to noise ratio; Transmitting antennas;
Conference_Titel :
Wireless Communications and Networking Conference (WCNC), 2012 IEEE
Conference_Location :
Shanghai
Print_ISBN :
978-1-4673-0436-8
DOI :
10.1109/WCNC.2012.6214334