Q-learning-based spectrum access for content delivery in mobile networks

Z Su, M Dai, Q Xu, R Li, S Fu - IEEE Transactions on Cognitive …, 2020 - ieeexplore.ieee.org
By the wide development of wireless communication technology, mobile networks are
becoming the promising paradigm for mobile users to access the Internet to download …

Q-learning-based spectrum access for multimedia transmission over cognitive radio networks

XL Huang, YX Li, Y Gao… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In order to meet the dramatic wireless bandwidth demands of emerging multimedia
applications, cognitive radio has been proposed as one of promising solutions to improve …

[HTML][HTML] Q-learning-based dynamic spectrum access in cognitive industrial Internet of Things

F Li, KY Lam, Z Sheng, X Zhang, K Zhao… - Mobile Networks and …, 2018 - Springer
Abstract In recent years, Industrial Internet of Things (IIoT) has attracted growing attention
from both academia and industry. Meanwhile, when traditional wireless sensor networks are …

QoS-aware distributed spectrum sharing for heterogeneous wireless cognitive networks

C Zou, T Jin, C Chigan, Z Tian - Computer networks, 2008 - Elsevier
Ubiquitous wireless networking calls for efficient dynamic spectrum allocation (DSA) among
heterogeneous users with diverse transmission types and bandwidth demands. To meet …

Deep Q-network based reinforcement learning for distributed dynamic spectrum access

MA Yadav, Y Li, G Fang, B Shen - 2022 IEEE 2nd International …, 2022 - ieeexplore.ieee.org
To solve the problem of spectrum scarcity and spectrum under-utilization in wireless
networks, we propose a double deep Q-network based reinforcement learning algorithm for …

Dynamic spectrum access in cognitive radio networks using deep reinforcement learning and evolutionary game

P Yang, L Li, J Yin, H Zhang, W Liang… - 2018 IEEE/CIC …, 2018 - ieeexplore.ieee.org
With the rapid development of wireless communication technology, the low utilization of
spectrum resources and the high demand for spectrum have always been an urgent and …

Reinforcement-learning-based double auction design for dynamic spectrum access in cognitive radio networks

Y Teng, FR Yu, K Han, Y Wei, Y Zhang - Wireless Personal …, 2013 - Springer
In cognitive radio networks, an important issue is to share the detected available spectrum
among different secondary users to improve the network performance. Although some work …

Dynamic spectrum access for multimedia transmission over multi-user, multi-channel cognitive radio networks

XL Huang, XW Tang, F Hu - IEEE Transactions on Multimedia, 2019 - ieeexplore.ieee.org
The optimal spectrum access strategy is investigated for multi-user multi-channel scenario in
cognitive radio networks. At first, an online learning method based on Dirichlet Process is …

WLC05-4: Game-theoretic distributed spectrum sharing for wireless cognitive networks with heterogeneous QoS

T Jin, C Chigan, Z Tian - IEEE Globecom 2006, 2006 - ieeexplore.ieee.org
Ubiquitous wireless networking calls for efficient dynamic spectrum allocation (DSA) among
heterogeneous users with diverse transmission types and bandwidth demands. To meet …

[HTML][HTML] Adaptive mechanism design and game theoretic analysis of auction-driven dynamic spectrum access in cognitive radio networks

W Zhong, Y Xu, J Wang, D Li, H Tianfield - EURASIP Journal on Wireless …, 2014 - Springer
This paper studies the auction-driven dynamic spectrum access in cognitive radio networks
with heterogeneous secondary users, who have different risk attitudes. First, a game …