Learning in vehicular dynamic spectrum access networks: opportunities and challenges

S Chen, R Vuyyuru, O Altintas… - … on Intelligent Signal …, 2011 - ieeexplore.ieee.org
… Consequently, we describe the use of dynamic spectrum access as a possible option for
certain types of vehicle communications. Vehicular communications can be categorized into …

Cooperative spectrum sensing based on multi-features combination network in cognitive radio network

M Xu, Z Yin, Y Zhao, Z Wu - Entropy, 2022 - mdpi.com
… Hence, it is urgent to enhance the generalization performance of spectrum sensing algorithm
under large dynamic SNR. More energy consumption will be generated as the secondary …

An improved variational mode decomposition method based on spectrum reconstruction and segmentation and its application in rolling bearing fault diagnosis

Z Meng, J Liu, J Liu, J Li, L Cao, F Fan, S Yu - Digital Signal Processing, 2023 - Elsevier
… based on spectrum reconstruction and segmentation (SRAS-VMD) … spectrum is
simplified by spectrum reconstruction and its energy spectrum is extracted for spectrum pre-segmentation

Infrastructure based spectrum sensing scheme in VANET using reinforcement learning

C Chembe, D Kunda, I Ahmedy, RM Noor… - Vehicular …, 2019 - Elsevier
Spectrum sensing is one of the fundamental functionality performed by a cognitive radio to
identify vacant radio spectrum for dynamic spectrum … such as dynamic topology caused by …

Building an on-chip spectrum sensor for cognitive radios

B Sadhu, M Sturm, BM Sadler… - IEEE Communications …, 2014 - ieeexplore.ieee.org
… , especially because the desired spectrum sensing bandwidth may be dramatically larger …
Fast broadband spectrum sensing is often needed to enable dynamic spectrum access. …

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

Signal detection and classification in shared spectrum: A deep learning approach

W Zhang, M Feng, M Krunz… - IEEE INFOCOM 2021 …, 2021 - ieeexplore.ieee.org
… important aspect of interleaving spectrum sharing. Common spectrum sensing techniques are
… assumptions, conventional sensing approaches often assume that spectrum dynamics are …

Application of wavelet transform in spectrum sensing for cognitive radio: A survey

PY Dibal, EN Onwuka, J Agajo, CO Alenoghena - Physical Communication, 2018 - Elsevier
… to the problem of static spectrum allocation and thus enable dynamic spectrum access and
… of spectrum through dynamic and opportunistic access of the primary user spectrum so long …

Reuse of Byzantine data in cooperative spectrum sensing using sequential detection

J Wu, T Song, Y Yu, C Wang, J Hu - IET Communications, 2020 - Wiley Online Library
spectrum sensing, dynamically identify unused spectrum, and then operate in those spectrum
holes … In CR, one of the main concerns is to reliably sense the presence of licenced users/…

Learning-aided sub-band selection algorithms for spectrum sensing in wide-band cognitive radios

Y Li, SK Jayaweera, M Bkassiny… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
… In this paper, we propose a dynamic spectrum sensing scheduling framework for wide-band
CRs. The considered wide-band CR is assumed to be equipped with a reconfigurable RF …