Showing cs.LGShow all
2 papers · 1 filter
cs.LG2026
A Peer-Relative Representation Learning Framework for Energy Inefficiency Identification in Mobile Network Sites
Eliud Nyakweba Koto, Jaco du Toit, Adham Stoltz +1
Energy consumption is one of the largest operational expenditure items for mobile network operators, yet site-level energy inefficiencies such as faulty cooling controllers, idle r…
cs.LG2026
Adaptive Two-Stage Online Learning for Service-Affecting Failure Detection in Mobile Core Networks
J. du Toit, G. Fita, J. Salzwedel +2
Mobile network operators monitor aggregated traffic volumes to assess the operational health of core network infrastructure. Reliable failure detection is challenging due to strong…