Spectrum sensing, clustering algorithms, and energy-harvesting technology for cognitive-radio-based internet-of-things networks

X Fernando, G Lăzăroiu - Sensors, 2023 - mdpi.com
… (dimensions) and layout algorithms (VOSviewer) … spectrum source, with spectrum sensing
optimizing cognitive radio network operations, opportunistic spectrum access and sensing

A spectrum sensing method based on empirical mode decomposition and K‐means clustering algorithm

Y Wang, Y Zhang, P Wan, S Zhang… - … and Mobile Computing, 2018 - Wiley Online Library
… Decomposition algorithm and K-means clustering algorithm is … algorithm and the wavelet
threshold algorithm are used to … the spectrum sensing signal, and K-means clustering algorithm

[PDF][PDF] An Improved Cluster-Based Cooperative Spectrum Sensing Algorithm.

D Zhang, X Lin, H Zhang - J. Comput., 2013 - jcomputers.us
algorithm can improve the spectrum sensing performance than the traditional algorithm
the performance of the improved cluster-based spectrum sensing algorithm. And now we verify …

Clustering algorithm-based data fusion scheme for robust cooperative spectrum sensing

S Zhang, Y Wang, P Wan, J Zhuang, Y Zhang… - IEEE Access, 2020 - ieeexplore.ieee.org
… In these sensing data fusion methods, they fuse EVs from CUs as an EV with robustness for
… considers spectrum sensing as a two-class classification problem in clustering algorithm. …

A spectrum-aware clustering algorithm based on weighted clustering metric in cognitive radio sensor networks

T Wang, X Guan, X Wan, H Shen, X Zhu - IEEE Access, 2019 - ieeexplore.ieee.org
… instead of all member nodes greatly reduces the energy consumption of spectrum sensing
… the traditional spectrum-aware clustering algorithms and our proposed algorithm has been …

A cooperative spectrum sensing method based on a feature and clustering algorithm

Y Wang, Y Zhang, S Zhang, X Li… - 2018 Chinese …, 2018 - ieeexplore.ieee.org
algorithm in the case of a small number of secondary users participating in cooperative
spectrum sensing. … use the clustering algorithm to train and perform spectrum sensing based on …

A cooperative spectrum sensing method based on information geometry and fuzzy c-means clustering algorithm

S Zhang, Y Wang, J Li, P Wan, Y Zhang, N Li - EURASIP Journal on …, 2019 - Springer
… application of clustering algorithms in spectrum sensing, such as kernel fuzzy c-means
clustering (… It is hoped that the spectrum sensing performance can be further effectively improved. …

A novel clustering algorithm based on information geometry for cooperative spectrum sensing

S Zhang, Y Wang, Y Zhang, P Wan… - IEEE Systems …, 2020 - ieeexplore.ieee.org
… IGK algorithm to achieve spectrum sensing. The structure of CSS based on IGK algorithm
is illustrated in Fig. 2. The SUs collect sensing signals from a specific licensed spectrum and …

A novel clustering-based spectrum sensing in cognitive radio wireless sensor networks

Z Qu, Y Xu, S Yin - 2014 IEEE 3rd international conference on …, 2014 - ieeexplore.ieee.org
… Consequently, we propose a clustering based scheme for spectrum sensing in CR-WSN, …
less nodes in spectrum sensing. With our improved clustering algorithm, sensor nodes are …

Machine learning techniques for cooperative spectrum sensing in cognitive radio networks

KM Thilina, KW Choi, N Saquib… - IEEE Journal on …, 2013 - ieeexplore.ieee.org
clustering algorithms, ie, the Kmeans clustering and the GMM, to CSS. After training by using
these clustering algorithms, … , the classifier finds out which cluster the test energy vector …