Uncoordinated Spectrum Access for Massive Connectivity in IoT Applications.

Joseph Doumit, Marie-Josepha Youssef,Charbel Abdel Nour,Joumana Farah,Catherine Douillard

IEEE Internet Things Mag.(2024)

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摘要
Boosted by the Internet of Things (IoT), future cellular communication networks will be able to support new services with high social impact. Corresponding applications are expected to span almost every domain, especially the most critical ones, such as the medical field or smart factories. However, their adoption is conditioned by strict compliance with stringent quality of service (QoS) requirements for the underlying network. In particular, the achieved throughput and latency are of utmost importance for efficient monitoring with multiple sensors in a variety of application areas. In this article, we propose an intelligent self-configurable system structure, achieved through resource allocation techniques using machine learning, and capable of flexibly fulfilling such requirements. In addition, special care was taken to minimize the transmit power of the IoT devices while efficiently supporting different application-dependent traffic types, an essential prerequisite for any wide adoption of such systems with massive network access.
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关键词
Internet Of Things,Internet Of Things Applications,Spectrum Access,Resource Allocation,Service Quality,Communication Network,Internet Of Things Devices,Smart Manufacturing,Quality Of Service Requirements,Variety Of Sensors,Applications In Various Areas,Traffic Types,Collision,Power Level,Time Slot,Spectral Efficiency,Channel Gain,Exploration Phase,Non-orthogonal Multiple Access,Network Congestion,Successive Interference Cancellation,Upper Confidence Bound,Backhaul Links,Latency Constraints,Exploitation Phase,Multi-armed Bandit,Access Probability,Frequency Sub-bands,Timeout Period,Signaling Overhead
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