@inproceedings{e9493d0c767144bd9c349e69c7545758,
title = "RadioProphet: Intelligent radio resource deallocation for cellular networks",
abstract = "Traditionally, radio resources are released in cellular networks by statically configured inactivity timers, causing substantial resource inefficiencies. We propose a novel system RadioProphet (RP), which dynamically and intelligently determines in real time when to deallocate radio resources by predicting the network idle time based on traffic history. We evaluate RP using 7-month-long real-world cellular traces. Properly configured, RP correctly predicts 85.9% of idle time instances and achieves radio energy savings of 59.1% at the cost of 91.0% of signaling overhead, outperforming existing proposals. We also implement and evaluate RP on real Android devices, demonstrating its negligible runtime overhead.",
author = "Junxian Huang and Feng Qian and Mao, {Z. Morley} and Subhabrata Sen and Oliver Spatscheck",
year = "2014",
doi = "10.1007/978-3-319-04918-2_1",
language = "English (US)",
isbn = "9783319049175",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer Verlag",
pages = "1--11",
booktitle = "Passive and Active Measurement - 15th International Conference, PAM 2014, Proceedings",
note = "15th International Conference on Passive and Active Measurement, PAM 2014 ; Conference date: 10-03-2014 Through 11-03-2014",
}