Deep reinforcement learning based massive access management for ultra-reliable low-latency communications

H Yang, Z **ong, J Zhao, D Niyato… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
With the rapid deployment of the Internet of Things (IoT), fifth-generation (5G) and beyond
5G networks are required to support massive access of a huge number of devices over …

Enhanced random access for massive-machine-type communications

BH Lee, HS Lee, S Moon… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
In this article, we study a random access (RA) scheme to alleviate the RA channel (RACH)
overload problem in the massive-machine-type communication (mMTC) environment. We …

Mission critical user priority-based random access scheme for collision resolution in coexisting PS-LTE and LTE-M networks

I Ahmad, K Chang - IEEE Access, 2019 - ieeexplore.ieee.org
Random-access channels (RACHs) are designed to establish a connection between the
user equipments (UEs) and the network. However, the current long-term evolution (LTE) …

A Resource-Efficient Coexistence Scheme for Massive Machine-Type and Human-to-Human Communications

T Wang, Y Wang, Y Wang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The fifth-generation (5G) and beyond networks are expected to accommodate both the
original human-to-human (H2H) communication and the emerging massive machine-type …

Load estimation and connection request barring for random access in massive C-IoT

RF Sari, R Harwahyu, RG Cheng - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
Cellular Internet of Things (C-IoT) is a new term referring to access technology introduced by
3GPP to support IoT applications. C-IoT has several advantages compared to the …

STEIM: a spatiotemporal event interaction model in V2X systems based on a time period and a raster map

C Xu, H Luo, H Bao, P Wang - Mobile Information Systems, 2020 - Wiley Online Library
The Internet of Vehicles (IoV) is an important artificial intelligence research field for
intelligent transportation applications. Complex event interactions are important methods for …

Two step random access latency improvement in congested beyond 5G networks

M Agiwal, MK Maheshwari, WT Toor - Electronics, 2020 - mdpi.com
It has been recently proposed to enhance the performance of random access procedure
(RAP) by downsizing the current four step RAP (4s-RAP) to two step RAP (2s-RAP) in order …

Two-Stage Preamble Detector for LEO Satellite-Based NTN IoT Random Access

J Jeong, D Hong - IEEE Transactions on Vehicular Technology, 2023 - ieeexplore.ieee.org
In this article, we propose an enhanced random access preamble (PA) detector for the low
earth orbit (LEO) satellite-based non-terrestrial network (NTN) Internet-of-Things (IoT) that …

Enhanced random access with beamforming techniques in 5G networks

JW Won, KM Kim, TJ Lee - 2021 15th International Conference …, 2021 - ieeexplore.ieee.org
In cellular networks, User Equipments (UEs) must perform a Random Access (RA) process
in which UEs are allocated resources for data transmission from the Base Station (BS). The …

Random Access Using Deep Reinforcement Learning in Dense Mobile Networks

YZ Bekele, YJ Choi - Sensors, 2021 - mdpi.com
5G and Beyond 5G mobile networks use several high-frequency spectrum bands such as
the millimeter-wave (mmWave) bands to alleviate the problem of bandwidth scarcity …