Spectrum sensing based on deep learning classification for cognitive radios

S Zheng, S Chen, P Qi, H Zhou… - China …, 2020 - ieeexplore.ieee.org
Spectrum sensing is a key technology for cognitive radios. We present spectrum sensing as
a classification problem and propose a sensing method based on deep learning …

Cooperative spectrum decision in cognitive vehicular network based on support vector machine

C Chembe, I Ahmedy, RM Noor, D Kunda… - Malaysian Journal of …, 2019 - jice.um.edu.my
Spectrum sensing is one of the core functionality of a cognitive radio system. Accurate
identification of primary system signal can prevent interference and provide maximum …

Spectrum sensing-focused cognitive radio network for 5G revolution

F Ali, H Yigang - Frontiers in Environmental Science, 2023 - frontiersin.org
The cognitive radio network (CRN), an instrumental part of the next-generation wireless
communication systems, is mainly dependent on spectrum sensing to function properly. The …

Spectrum sensing for cognitive radio using deep autoencoder neural network and SVM

A Subekti, HF Pardede, R Sustika - … Conference on Radar …, 2018 - ieeexplore.ieee.org
Cognitive radio is one of solution to increase the efficient usage of frequency by spectrum
sharing. One important compenent in the spectrum sharing is spectrum management …

A spectrum sensing algorithm for OFDM signal based on deep learning and covariance matrix graph

M Zhang, L Wang, Y Feng, H Yin - IEICE Transactions on …, 2018 - search.ieice.org
Spectrum sensing is the first task performed by cognitive radio (CR) networks. In this paper
we propose a spectrum sensing algorithm for orthogonal frequency division multiplex …

A survey on soft computing techniques for spectrum sensing in a cognitive radio network

G Eappen, T Shankar - SN Computer Science, 2020 - Springer
The need for faster wireless connectivity is increasing rapidly in all the sectors of the
technologies. Whether it is a patient monitoring system, military application, entertainment …

Performance Analysis of ML Techniques for Spectrum Sensing in Cognitive Radio

HB Sandya, K Nagamani, Y Rahiti - Information and Communication …, 2023 - Springer
Spectrum sensing has been the main focus of cognitive radio. Cognitive radio (CR) is an
ingenious detection system that provides an essential technology for efficient utilization of …

Spectrum Sensing Based on CNN-LSTM with Attention for Cognitive Radio Networks

X Pan, K Cao - 2023 8th International Conference on Intelligent …, 2023 - ieeexplore.ieee.org
Spectrum sensing has considerable application value in cognitive radio networks. However,
spectrum detectors mostly depend on the signal-noise model in aspect of accuracy. To …

Implementation of Spectrum-Sensing for Cognitive Radio Using USRP with GNU Radio and a Cloud Server

HT Thien, R Tendeng, H Vu-Van… - Journal of information and …, 2018 - koreascience.kr
In cognitive radio (CR), spectrum sensing is an essential function since secondary users
(SUs) must determine whether the primary user (PU) is utilizing the channel or not, and …

CNN Depending Spectrum Sensing for Effective Data Transmission in Wireless Communication

EV Vijay, K Aparna - … of the 2nd International Conference on …, 2023 - books.google.com
This article is about convolutional neural network-dependent spectrum sensing for efficient
data transfer in wireless communications. In present days, as the wireless devices users …