Federated learning with multichannel ALOHA

J Choi, SR Pokhrel - IEEE Wireless Communications Letters, 2019 - ieeexplore.ieee.org
In this letter, we study federated learning in a cellular system with a base station (BS) and a
large number of users with local data sets. We show that multichannel random access can …

An approach to preamble collision reduction in grant-free random access with massive MIMO

J Choi - IEEE Transactions on Wireless Communications, 2020 - ieeexplore.ieee.org
In this paper, we study grant-free random access with massive multiple input multiple output
(MIMO) systems. We first show that the performance of massive MIMO based grant-free …

Multichannel NOMA-ALOHA game with fading

J Choi - IEEE Transactions on Communications, 2018 - ieeexplore.ieee.org
Non-orthogonal multiple access (NOMA) can improve the spectral efficiency by exploiting
the power domain and successive interference cancellation, and in order to improve the …

Layered non-orthogonal random access with SIC and transmit diversity for reliable transmissions

J Choi - IEEE Transactions on Communications, 2017 - ieeexplore.ieee.org
In this paper, we study a layered random access scheme based on non-orthogonal multiple
access to improve the throughput of multichannel ALOHA. At a receiver, successive …

On throughput of compressive random access for one short message delivery in IoT

J Choi - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
In this article, we study the compressive random access (CRA) with two stages for machine-
type communication (MTC) in cellular Internet of Things (IoT). In particular, we consider the …

Random access with layered preambles based on NOMA for two different types of devices in MTC

J Choi - IEEE Transactions on Wireless Communications, 2020 - ieeexplore.ieee.org
In machine-type communication (MTC), random access has been employed for a number of
devices and sensors to access uplink channels using a pool of preambles. To support …

On throughput improvement using immediate re-transmission in grant-free random access with massive MIMO

J Choi - IEEE Transactions on Wireless Communications, 2020 - ieeexplore.ieee.org
To support machine-type communication (MTC), massive multiple-input multiple-output
(MIMO) has been considered for grant-free random access. In general, the performance of …

Data-aided sensing for Gaussian process regression in IoT systems

J Choi - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
In this article, for efficient data collection with limited bandwidth, data-aided sensing (DAS) is
applied to the Gaussian process regression (GPR) that is used to learn data sets collected …

On improving throughput of multichannel ALOHA using preamble-based exploration

J Choi - Journal of Communications and Networks, 2020 - ieeexplore.ieee.org
Machine-type communication (MTC) has been extensively studied to provide connectivity for
devices and sensors in the Internet-of-thing (IoT). Thanks to the sparse activity, random …

Polarized MIMO slotted ALOHA random access scheme in satellite network

J Bai, G Ren - IEEE Access, 2017 - ieeexplore.ieee.org
The massive number of the machine type communication terminals accessing the satellite
network brings a new challenge for the random access (RA) system. To meet the challenge …