Context-Aware Mobile Network Performance Prediction Using Network & Remote Sensing Data

arXiv:2405.00220v1 Announce Type: new
Abstract: Accurate estimation of Network Performance is crucial for several tasks in telecom networks. Telecom networks regularly serve a vast number of radio nodes. Each radio node provides services to end-users in the associated coverage areas. The task of predicting Network Performance for telecom networks necessitates considering complex spatio-temporal interactions and incorporating geospatial information where the radio nodes are deployed. Instead of relying on historical data alone, our approach augments network historical performance datasets with satellite …

abstract arxiv context coverage cs.lg cs.ni data mobile network networks node nodes performance prediction radio sensing serve services tasks telecom type vast