Please use this identifier to cite or link to this item: https://hdl.handle.net/20.500.11851/9268
Title: Proactive Metering of Mobile Internet User Experience
Authors: Abul, Osman
Uzun, Mete
Keywords: mobile internet
internet service providers
network speed analysis
big data
mapreduce
Issue Date: 2022
Abstract: Having 67% worldwide share, mobile internet is very important for Internet Service Providers (ISPs). Since mobile Internet access is a collective service, Key Performance Indicators (KPIs) measuring quality of data traffic on select network segments/servers may not correctly indicate true user experience. For this reason, mobile ISPs are investing in sophisticated high-end commercial speed analysis systems which typically collect and analyze network traffic data from key network segments/servers. Unfortunately, their utility is quite limited as long as the proactive network intervention is considered. In this work, we develop a MapReduce based network speed analysis system which measures end-to-end network speed to quantify true user experience across multiple geographic regions and service categories. Also functioning as an online decision support system, it enables network administrators with timely ISP network intervention right before potential arrival of mass number of user complaints. The system has been tested with a leading mobile ISP in Turkey. The results confirm its effectiveness.
URI: https://doi.org/10.17694/bajece.1089321
https://search.trdizin.gov.tr/yayin/detay/1114388
https://hdl.handle.net/20.500.11851/9268
ISSN: 2147-284X
Appears in Collections:TR Dizin İndeksli Yayınlar / TR Dizin Indexed Publications Collection

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