A cost-efficient skipping based spectrum sensing scheme via reinforcement learning

H Sun, Y Dong, Y Zhang, X Li, J Wang… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Considering the continuance feature of the spectrum idle state observed from our spectrum
measurements, in this paper, we propose a novel SK ipping b A sed spec T rum s E nsing …

Prediction-based throughput optimization for dynamic spectrum access

S Yin, D Chen, Q Zhang, S Li - IEEE transactions on vehicular …, 2010 - ieeexplore.ieee.org
Cognitive radio (CR) for dynamic spectrum sensing and access has been a hot research
topic in recent years. To avoid collision with the primary users, secondary users need to …

State transition probability based sensing duration optimization algorithm in cognitive radio

JL Wang, X Zhang, Q Wu - IEICE transactions on communications, 2010 - search.ieice.org
In a periodic spectrum sensing framework where each frame consists of a sensing block and
a data transmitting block, increasing sensing duration decreases the probabilities of both …

Spectrum Sensing Based on Sticky Hidden Markov Model With Beta Prior of Channel State Switches

T Yuan, M Jin, Q Guo, Y Tian - IEEE Communications Letters, 2023 - ieeexplore.ieee.org
Spectrum sensing is a key functionality in cognitive radio to avoid unacceptable interference
to primary users. When channel traffic becomes heavy, channel state switches within a …

Decision-driven time-adaptive spectrum sensing in cognitive radio networks

W Yin, H Chen - IEEE Transactions on Wireless …, 2020 - ieeexplore.ieee.org
In cognitive radio systems based on periodic sensing and transmission, a secondary user
(SU) senses the activity of a primary user (PU) in the sensing phase and then makes use of …

Interference-aware spectrum sensing mechanisms in cognitive radio networks

Z Ning, Y Yu, Q Song, Y Peng, B Zhang - Computers & Electrical …, 2015 - Elsevier
This paper focuses on the spectrum sensing mechanisms, which could improve network
throughput through the sensing strategy optimization and cooperative spectrum sensing …

Optimization of time-domain spectrum sensing for cognitive radio systems

S Lee, SL Kim - IEEE Transactions on Vehicular Technology, 2011 - ieeexplore.ieee.org
Spectrum sensing is a critical issue in a cognitive radio (CR). In this paper, we propose a
novel spectrum-sensing algorithm that exploits the time diversity of sensing results …

Predictive spectrum sensing strategy based on reinforcement learning

Z Qu, R Cui, Q Song, S Yin - China Communications, 2014 - ieeexplore.ieee.org
In this paper, we consider a cognitive radio (CR) system with a single secondary user (SU)
and multiple licensed channels. The SU requests a fixed number of licensed channels and …

[HTML][HTML] A novel dynamic spectrum access framework based on reinforcement learning for cognitive radio sensor networks

Y Lin, C Wang, J Wang, Z Dou - Sensors, 2016 - mdpi.com
Cognitive radio sensor networks are one of the kinds of application where cognitive
techniques can be adopted and have many potential applications, challenges and future …

Sliced spectrum sensing—A channel condition aware sensing technique for cognitive radio networks

T Xu, M Zhang, H Hu, HH Chen - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Cognitive radio technology, which helps to alleviate spectrum scarcity problem, plays an
important role in future wireless communication systems. Spectrum sensing is the key …