Reliable machine learning based spectrum sensing in cognitive radio networks

HA Shah, I Koo - Wireless Communications and Mobile …, 2018 - Wiley Online Library
Spectrum sensing is of crucial importance in cognitive radio (CR) networks. In this paper, a
reliable spectrum sensing scheme is proposed, which uses K‐nearest neighbor, a machine …

Dynamic dual threshold cooperative spectrum sensing for cognitive radio under noise power uncertainty

R Wan, L Ding, N Xiong, W Shu, L Yang - Human-centric Computing and …, 2019 - Springer
The spectrum sensing performance depends on the accuracy of the detection about whether
primary users are busy or idle. Previous studies on cognitive radio spectrum sensing have …

Blockchain and extreme learning machine based spectrum management in cognitive radio networks

C Rajesh Babu, B Amutha - Transactions on Emerging …, 2022 - Wiley Online Library
In recent times, spectrum sensing and spectrum management become a crucial design
issue in cognitive radio networks (CRN). To improve the spectrum utilization in CRN, the …

Optimization techniques for spectrum handoff in cognitive radio networks using cluster based cooperative spectrum sensing

MK Devi, K Umamaheswari - Wireless Networks, 2021 - Springer
Spectrum handoff has an undesirable effect in utilizing the space for Secondary user (SU) in
the spectrum, which causes a handoff delay in cognitive radio network. The SU frequently …

Performance of improved energy detector with cognitive radio mobility and imperfect channel state information

L Gahane, PK Sharma - Iet Communications, 2017 - Wiley Online Library
A cooperative cognitive radio (CR) network with multiple secondary users (or CRs) is
considered. Each CR consists of an arbitrary M number of antennas. For spectrum sensing …

Sensing throughput trade‐off for an energy efficient cognitive radio network under faded sensing and reporting channel

A Bhowmick, SD Roy, S Kundu - International Journal of …, 2016 - Wiley Online Library
The trade‐off between sensing time and throughput is investigated in the context of an
energy‐efficient cognitive radio network considering both the sensing and reporting …

Performance analysis of new spectrum sensing scheme using multiantennas with multiuser diversity in cognitive radio networks

P Semba Yawada, M Trung Dong - … and Mobile Computing, 2018 - Wiley Online Library
The spectrum detection (SD) is a critical step in cognitive radio (CR) to identify the available
spectrum and avoid interference and harm to primary users (PUs). Nonetheless, the …

[PDF][PDF] Optimization in cooperative spectrum sensing

JC Na - Asia-pacific Journal of Convergent Research …, 2017 - fucos.or.kr
An encouraging technology that grabs the clash between spectrum scarcity and
underutilization is cognitive radio (CR), spectrum sensing is the main task of cognitive radio …

The Smart Performance Prediction and Optimization Analysis for Deep Semantic Networks Using Sentimental Mining

S Mahajan - 2023 World Conference on Communication & …, 2023 - ieeexplore.ieee.org
Deep semantic networks using sentimental mining is a powerful tool for analyzing user
sentiment in a wide range of contexts. Sentimental mining extracts and analyzes user …

Improved sensing detector for wireless regional area networks

J Kanti, GS Tomar - Cogent Engineering, 2017 - Taylor & Francis
In wireless communication, noise and fading affect the radio signals. Multiple antennas one
of the solutions to nullify these affects. In this paper, authors proposed an improved sensing …