KM Thilina, KW Choi, N Saquib… - IEEE Journal on …, 2013 - ieeexplore.ieee.org
… Abstract—We propose novel cooperative spectrumsensing (CSS) algorithms for cognitive radio (CR) networks based on machinelearning techniques which are used for pattern classifi…
J Tian, P Cheng, Z Chen, M Li, H Hu… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… spectrumsensing time. We derive the performance bounds by translating the Bayes error rate into spectrumsensing error … by simulation to achieve higher spectrumsensing accuracy, in …
C Gattoua, O Chakkor, F Aytouna - 2020 IEEE 2nd International …, 2020 - ieeexplore.ieee.org
… The application of MachineLearning techniques for SpectrumSensing has a drawn interest in … on MachineLearning techniques for Cooperative SpectrumSensing. We compare three …
H Zhang, J Yang, Y Gao - IEEE transactions on wireless …, 2022 - ieeexplore.ieee.org
… As aforementioned, machinelearning could … spectrumsensing by an end-to-end machine learning 140 algorithm. The relationship between the sub-Nyquist samples 141 and spectrum …
R Sarikhani, F Keynia - IEEE Communications Letters, 2020 - ieeexplore.ieee.org
… To evaluate the performance of the proposed algorithm, we have compared the proposed approach with other machinelearning-based cooperative spectrumsensing, including K-outof-…
Y Arjoune, N Kaabouch - 2019 IEEE International Conference …, 2019 - ieeexplore.ieee.org
… Thus, the reliability of spectrumsensing is still an open issue in … a spectrumsensing method based on a machinelearning theory for cognitive radio networks. The spectrumsensing …
… In this study, the authors consider the application of machinelearning (ML) models in cooperative spectrumsensing of cognitive radio networks (CRNs). Based on a statistical analysis …
MA Abusubaih, S Khamayseh - IEEE Access, 2021 - ieeexplore.ieee.org
… Also, we try to grasp the effect of the fading channels on the sensing … spectrumsensing techniques. Finally, we investigate the circumstances in which KMeans-based spectrumsensing …
Y Lu, P Zhu, D Wang… - 2016 IEEE wireless …, 2016 - ieeexplore.ieee.org
… cooperative spectrumsensing in cognitive radio networks (CRN) using machinelearning … A low-dimensional probability vector is proposed as the feature vector for machinelearning …