Cognitive dynamic systems: A review of theory, applications, and recent advances

W Hilal, SA Gadsden, J Yawney - Proceedings of the IEEE, 2023 - ieeexplore.ieee.org
The field of cognitive dynamic systems (CDSs) is an emerging area of research, whereby
engineering learns from neuroscience. Under this framework, engineering systems are …

Deep neural networks for spectrum sensing: a review

SN Syed, PI Lazaridis, FA Khan, QZ Ahmed… - IEEE …, 2023 - ieeexplore.ieee.org
As we advance towards 6G communication systems, the number of network devices
continues to increase resulting in spectrum scarcity. With the help of Spectrum Sensing (SS) …

Cooperative spectrum sensing in cognitive radio networks using machine learning techniques

RG Nair, K Narayanan - Applied Nanoscience, 2023 - Springer
For effective utilization of the available spectrum and for preventing the channel interference
among the users the sensing of the availability of spectrum becomes an essential task in …

Qualitative survey on artificial intelligence integrated blockchain approach for 6G and beyond

V Pathak, RJ Pandya, V Bhatia, OA Lopez - IEEE Access, 2023 - ieeexplore.ieee.org
Utilizing the 0.1 to 10 THz spectrum in the next-generation wireless communication networks
holds potential for futuristic applications. However, managing resources to accommodate …

Meta reinforcement learning-based spectrum sharing between RIS-assisted cellular communications and MIMO radar

P Saikia, K Singh, O Taghizadeh… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
New wireless networks together with fixed spectrum allocation have resulted in spectrum
paucity, which has led to the idea of spectrum sharing between radar and communication …

Hierarchical cooperative LSTM-based spectrum sensing

D Janu, K Singh, S Kumar… - IEEE Communications …, 2023 - ieeexplore.ieee.org
In this letter, we design a hierarchical cooperative long short-term memory (LSTM) network-
based cooperative spectrum sensing (CSS) method which utilizes convolutional neural …

AERIQ: SDR-based LTE I/Q measurement and analysis framework for air-to-ground propagation modeling

SJ Maeng, O Ozdemir, İ Güvenç… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
In this paper, we introduce AERIQ: a software-defined radio (SDR) based I/Q measurement
and analysis framework for wireless signals for aerial experimentation. AERIQ is integrated …

Extreme learning machine based identification of malicious users for secure cooperative spectrum sensing in cognitive radio networks

MK Giri, S Majumder - Wireless Personal Communications, 2023 - Springer
Cognitive radio (CR) technology has evolved over the traditional radio to successfully utilize
the unused frequency spectrum. In CR the secondary users (SUs) perform cooperative …

[HTML][HTML] A Review on Congestion Mitigation Techniques in Ultra-Dense Wireless Sensor Networks: State-of-the-Art Future Emerging Artificial Intelligence-Based …

A Umar, Z Khalid, M Ali, M Abazeed, A Alqahtani… - Applied Sciences, 2023 - mdpi.com
The Internet of Things (IoT) and wireless sensor networks (WSNs) have evolved rapidly due
to technological breakthroughs. WSNs generate high traffic due to the growing number of …

On eigenvalue-based cooperative spectrum sensing using feature extraction and maximum entropy fuzzy clustering

MK Giri, S Majumder - Journal of Ambient Intelligence and Humanized …, 2023 - Springer
This article explores the scope of feature extraction and maximum entropy-based fuzzy
clustering (MEFC) on eigenvalue-based cooperative spectrum sensing (CSS). The sensed …