DocumentCode :
2936681
Title :
Traffic prediction for mobile network using Holt-Winter’s exponential smoothing
Author :
Tikunov, Denis ; Nishimura, Toshikazu
Author_Institution :
Ritsumeikan Univ., Shiga
fYear :
2007
fDate :
27-29 Sept. 2007
Firstpage :
1
Lastpage :
5
Abstract :
This paper presents a technique for evaluation of future radio traffic of circuit switched services in Erlang for near-term outlook using Holt-Winter´s exponential smoothing. The proposed traffic prediction technique relies on analysis of traffic data on cells. We propose how to classify traffic data for prediction. The result from a trial in history data of commercial GSM/GPRS network is presented. It shows that predicted traffic is good fitted with original one within our classification. The technique should be used in automated overload warning and express estimation of future traffic for capacity planning.
Keywords :
cellular radio; mobile radio; packet radio networks; telecommunication network planning; telecommunication traffic; Erlang; GPRS network; GSM network; Holt-Winter´s exponential smoothing; capacity planning; circuit switched services; mobile network; radio traffic; traffic prediction; Base stations; Capacity planning; Electronic mail; History; Predictive models; Probability; Smoothing methods; Switching circuits; Telecommunication traffic; Traffic control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Software, Telecommunications and Computer Networks, 2007. SoftCOM 2007. 15th International Conference on
Conference_Location :
Split-Dubrovnik
Print_ISBN :
978-953-6114-93-1
Electronic_ISBN :
978-953-6114-95-5
Type :
conf
DOI :
10.1109/SOFTCOM.2007.4446113
Filename :
4446113
Link To Document :
بازگشت