Joint active user detection and channel estimation via Bayesian learning approaches in MTC communications

X Zhang, F Labeau, L Hao, J Liu - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
To support the massive machine-type communications (mMTC) scenario for Internet of
Things (IoTs) applications featured by large-scale device connectivity and low device activity, …

A potential solution for MTC: Multi-carrier compressed sensing multi-user detection

F Monsees, M Woltering… - 2015 49th Asilomar …, 2015 - ieeexplore.ieee.org
MTC traffic model in section II. Here, we also describe the processing at the MTC terminals
and the multiplexing of MTC … Subsequently, in Section III we state the non-coherent detection

Hierarchical MTC user activity detection and channel estimation with unknown spatial covariance

H Djelouat, MJ Sillanpää, M Leinonen… - … Communications, 2024 - ieeexplore.ieee.org
… Abstract—This paper addresses the joint user identification and channel … MTC network with
hierarchical user activity patterns following an event-triggered traffic mode. Therein the users

Hybrid active user detection for massive machine-type communications in IoT

G Lim, H Ji, B Shim - … on Information and Communication …, 2018 - ieeexplore.ieee.org
… the access of massive machine-type communication (MTC) devices to the basestation [3].
mMTC focuses on the uplinkdominated communication of many MTC devices transmitting …

Multi-service oriented joint channel estimation and multi-user detection scheme for grant-free massive MTC networks

Y Wang, Y Wang, T Wang… - … on Communications, 2023 - ieeexplore.ieee.org
… , the machine-type communication (MTC) aims to support … multi-user detection (MUD)
scheme design for massive MTC (… for MTC users, where the temporal correlation of user activity …

Spatial correlation aware compressed sensing for user activity detection and channel estimation in massive MTC

H Djelouat, M Leinonen, M Juntti - … Wireless Communications, 2022 - ieeexplore.ieee.org
… to the sporadic user activity in mMTC, joint userusers and a multi-antenna base station
(BS) under spatially correlated fading channels. In particular, by leveraging the sporadic user

Detection techniques for massive machine-type communications: Challenges and solutions

RB Di Renna, C Bockelmann, RC de Lamare… - IEEE …, 2020 - ieeexplore.ieee.org
… to MTC networks. The current published surveys either focus on particular aspects of MTC or
do not cover the detection … Although the particularities of the MTC scenario inspired a lot of …

User activity detection and channel estimation of spatially correlated channels via AMP in massive MTC

H Djelouat, L Marata, M Leinonen… - 2021 55th Asilomar …, 2021 - ieeexplore.ieee.org
… Here, we discuss the decision rule for the user activity detector on the AMP output. Let us
examine the denoising function η(·) given in (9). Note that for any finite ϵ, ψ(θ (t) …

Deep learning based fast multiuser detection for massive machine-type communication

Y Bai, B Ai, W Chen - 2019 IEEE 90th Vehicular Technology …, 2019 - ieeexplore.ieee.org
… In this paper, we consider a massive MTC scenario where multiple devices communicate
with a base station (BS). Without loss of generality, only n devices out of K devices have data to …

Joint user activity and non-coherent data detection in mMTC-enabled massive MIMO using machine learning algorithms

K Senel, EG Larsson - WSA 2018; 22nd International ITG …, 2018 - ieeexplore.ieee.org
… Abstract—Machine-type communication (MTC) services are expected to be an integral part
… A key challenge of MTC, especially for the massive MTC (mMTC), is the detection of active …