Transmission Control in NB-IoT with Model-Based Reinforcement Learning

In Narrowband Internet of Things (NB-IoT), the control of uplink transmissions is a complex task involving device scheduling, resource allocation in the carrier, and the configuration of link-adaptation parameters. Existing heuristic proposals partially address the problem, but reinforcement learnin...

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Veröffentlicht in:	IEEE access 2023-01, Vol.11, p.1-1
Hauptverfasser:	Alcaraz, Juan J., Losilla, Fernando, Gonzalez-Castano, Francisco-Javier
Format:	Artikel
Sprache:	eng
Schlagworte:	Adaptation Algorithms Delays Downlink Internet of Things link adaptation Machine learning Multiagent systems Narrowband Narrowband Internet of Things (NB-IoT) NPUSCH Performance degradation Reinforcement Learning Resource allocation Resource management Resource scheduling Task analysis Task scheduling Time-frequency analysis Uplink uplink scheduling
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