Hybrid hierarchical DRL enabled resource allocation for secure transmission in multi-IRS-assisted sensing-enhanced spectrum sharing networks
Secure communications are of paramount importance in spectrum sharing networks due to
the allocation and sharing characteristics of spectrum resources. To further explore the …
the allocation and sharing characteristics of spectrum resources. To further explore the …
Energy-efficient opportunistic spectrum access in multichannel cognitive radio networks
M Santhoshkumar, K Premkumar - IEEE Networking Letters, 2022 - ieeexplore.ieee.org
We study an opportunistic spectrum access problem in multichannel Cognitive Radio
Networks in which the secondary user (SU) has an energy cost when switching across …
Networks in which the secondary user (SU) has an energy cost when switching across …
Transfer Reinforcement Learning for Dynamic Spectrum Environment
H Sheng, W Zhou, J Zheng, Y Zhao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Reinforcement learning (RL) has proven to be an effective approach for achieving
intelligence in Cognitive Radio (CR). Through interactions with the environment, RL enables …
intelligence in Cognitive Radio (CR). Through interactions with the environment, RL enables …
Research of Energy Detection Method in Spectrum Sensing in Cognitive Radio Networks
E Reypnazarov, H Khujamatov… - 2022 International …, 2022 - ieeexplore.ieee.org
This paper presents the threshold value determination model, its implementation algorithm,
and the characteristics of the threshold value depending on the probability of false signal …
and the characteristics of the threshold value depending on the probability of false signal …
Multi‐objective spectrum assignment in heterogeneous cognitive radio networks for internet of things
U Farooq, N Ul Hasan - International Journal of Communication …, 2024 - Wiley Online Library
Summary Internet of Things (IoT) applications have massively increased in the last few
years. Future‐generation IoTs are going to be massive in number, heterogeneous in nature …
years. Future‐generation IoTs are going to be massive in number, heterogeneous in nature …
A Partially Observable Deep Multi-Agent Active Inference Framework for Resource Allocation in 6G and Beyond Wireless Communications Networks
Resource allocation is of crucial importance in wireless communications. However, it is
extremely challenging to design efficient resource allocation schemes for future wireless …
extremely challenging to design efficient resource allocation schemes for future wireless …