Deep reinforcement learning for dynamic spectrum sensing and aggregation in multi-channel wireless networks

Y Li, W Zhang, CX Wang, J Sun… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… Abstract—In this paper, the problem of dynamic spectrum sensing and … segment comprising
C (C < N) contiguous channels to sense. Then, the vacant channels in the selected segment

Spectrum sensing for cognitive radio: Recent advances and future challenge

A Nasser, H Al Haj Hassan, J Abou Chaaya… - Sensors, 2021 - mdpi.com
… in Spectrum Sensing as a Service, where the Internet of Things or the Wireless Sensor
CR has been introduced as a potential candidate to perform complete Dynamic Spectrum

Dynamic multicontext segmentation of remote sensing images based on convolutional networks

K Nogueira, M Dalla Mura, J Chanussot… - … and Remote Sensing, 2019 - ieeexplore.ieee.org
… In this section, we present the proposed method for dynamic multicontext semantic
segmentation of remote sensing images. The proposed methodology is presented in Section IV-A, …

Progression on spectrum sensing for cognitive radio networks: A survey, classification, challenges and future research issues

MS Gupta, K Kumar - Journal of Network and Computer Applications, 2019 - Elsevier
… modeling of various spectrum sensing schemes for complete … aspects of different spectrum
sensing schemes are modeled. … in the area of spectrum sensing and encourage the future …

Spiking-unet: Spiking neural networks for spectrum occupancy monitoring

K Dakic, B Al Homssi… - 2024 IEEE Wireless …, 2024 - ieeexplore.ieee.org
… With its dynamic spectrum access capabilities, cognitive radio (CR) technology … spectrum
sensing technique that leverages an SNN based on the UNet architecture [11] to segment

Unsupervised wireless spectrum anomaly detection with interpretable features

S Rajendran, W Meert, V Lenders… - ieee transactions on …, 2019 - ieeexplore.ieee.org
… traffic monitoring, wireless spectrum monitoring on a large … volume of sensed spectrum
information to sensor quality and … detection framework for dynamic spectrum access networks,” …

5G technology: Towards dynamic spectrum sharing using cognitive radio networks

WSHMW Ahmad, NAM Radzi, FS Samidi, A Ismail… - IEEE …, 2020 - ieeexplore.ieee.org
spectrum sensing and spectrum prediction in the system. The work of [80] verified the fundamentals
of predictable and unforeseeable underlying realworld Radio Spectrum State (RSS). …

Multisignal modulation classification using sliding window detection and complex convolutional network in frequency domain

C Hou, G Liu, Q Tian, Z Zhou, L Hua… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
… secure dynamic spectrum access. Based … spectrum of the time-domain overlapping signal
is obtained through the fast Fourier transform (FFT), and the frequency spectrum is segmented

Blockchain-based security enhancement and spectrum sensing in cognitive radio network

A Khanna, P Rani, TH Sheikh, D Gupta… - Wireless Personal …, 2022 - Springer
… The cognitive radio can be described as radio which is designed to admittance a dynamic
spectrum through the utilization of optimal wireless channel. This combined setup is designed …

A new fault diagnosis method based on adaptive spectrum mode extraction

Z Wang, N Yang, N Li, W Du… - Structural Health …, 2021 - journals.sagepub.com
… Therefore, an adaptive spectrum mode extraction method is proposed in this article. The …
spectral segmentation, mode extraction, and feedback adjustment. In the spectral segmentation