mlsanityData to 14 Oct 2026

SDR-based Testbed for Real-time CQI Prediction for URLLC

arXiv 2103.03572 ↗First posted 5 Mar 2021cs.NI cs.AIcited by 0

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Abstract (arXiv)

Ultra-reliable Low-Latency Communication (URLLC) is a key feature of 5G systems. The quality of service (QoS) requirements imposed by URLLC are less than 10ms delay and less than 10-5 packet loss rate (PLR). To satisfy such strict requirements with minimal channel resource consumption, the devices need to accurately predict the channel quality and select Modulation and Coding Scheme (MCS) for URLLC in a proper way. This paper presents a novel real-time channel prediction system based on Software-Defined Radio that uses a neural network. The paper also describes and shares an open channel measurement dataset that can be used to compare various channel prediction approaches in different mobility scenarios in future research on URLLC

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 2 of its 7 references that are in the map. First posted on arXiv 5 Mar 2021.

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References · 2

  1. 2016srsLTE: An Open-Source Platform for LTE Evolution and Experimentationcited by 17
  2. 2019Conservative Link Adaptation for Ultra Reliable Low Latency Communicationscited by 2

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