QoS driven channel selection algorithm for cognitive radio network: Multi-user multi-armed bandit approach

N Modi, P Mary, C Moy - IEEE Transactions on Cognitive …, 2017 - ieeexplore.ieee.org
In this paper, we deal with the problem of opportunistic spectrum access in infrastructure-
less cognitive networks. Each secondary user (SU) Tx is allowed to select one frequency …

Decentralized adaptive spectrum learning in wireless iot networks based on channel quality information

A Abdelghany, B Uguen, C Moy… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
In the Internet of Things (IoT) context such as low power wide area network (LPWAN), it is
essential to reduce the packet losses, eg, to save energy. Decentralized artificial intelligence …

Beam Alignment in Multipath Environments for Integrated Sensing and Communication Using Bandit Learning

A Sneh, SS Ram, SJ Darak… - IEEE Journal of Selected …, 2024 - ieeexplore.ieee.org
Prior works have explored multi-armed bandit (MAB) algorithms for the selection of optimal
beams for millimeter-wave (mmW) communications between base station and mobile users …

Transfer restless multi-armed bandit policy for energy-efficient heterogeneous cellular network

N Modi, P Mary, C Moy - EURASIP Journal on Advances in Signal …, 2019 - Springer
This paper proposes a learning policy to improve the energy efficiency (EE) of
heterogeneous cellular networks. The combination of active and inactive base stations (BS) …

Opportunistic spectrum access in cognitive radio for tactical network

M Almasri, A Assoum, A Mansour… - 2018 2nd European …, 2018 - ieeexplore.ieee.org
This manuscript addresses the problem of Opportunistic Spectrum Access (OSA) in
Cognitive Radio Networks (CRNs). In the context of CRN, two types of users may coexist …

Machine learning and statistical decision making for green radio

N Modi - 2017 - theses.hal.science
Cette thèse étudie les techniques de gestion intelligente du spectre et de topologie des
réseaux via une approche radio intelligente dans le but d'améliorer leur capacité, leur …

Using cognitive radio to deliver green communications: a reinforcement learning approach

MS Bendella, B Benmammar… - International Journal of …, 2019 - inderscienceonline.com
In this paper, we are interested in the concept of green networking and the solutions brought
by cognitive radio technology in this field. The purpose of this work is to find a mechanism …

Exploitation ciblée du canal dans l'IoT: amélioration de la localisation et de l'allocation du spectre dans les réseaux LPWAN

A Abdelghany - 2021 - theses.hal.science
The main objective of this work is to improve various LPWAN functions, by exploiting the
knowledge of the propagation properties of the wireless channel. First, localization …

Proof-of-concept: Spectrum and energy efficient multi-user CR network via vacancy and quality based channel selection

N Modi, P Mary, C Moy, SJ Darak - 32nd URSI GASS, 2017 - hal.science
This demonstration presents a proof-of-concept for oppor-tunistic spectrum access in the
decentralized network consisting of multiple secondary users (SUs). SUs need to …

A New Evaluation Criteria for Learning Capability in OSA Context

N Modi, C Moy, P Mary, J Palicot - … 2016, Grenoble, France, May 30-June 1 …, 2016 - Springer
The activity pattern of different primary users (PUs) in the spectrum bands has a severe
effect on the ability of the multi-armed bandit (MAB) policies to exploit spectrum …