TY - GEN
T1 - A survey of machine learning algorithms and their applications in cognitive radio
AU - Alshawaqfeh, Mustafa
AU - Wang, Xu
AU - Ekti, Ali Rıza
AU - Shakir, Muhammad Zeeshan
AU - Qaraqe, Khalid
AU - Serpedin, Erchin
N1 - Publisher Copyright:
© Institute for Computer Sciences, Social Informatics and Telecommunications Engineering 2015.
PY - 2015
Y1 - 2015
N2 - Cognitive radio (CR) technology is a promising candidate for next generation intelligent wireless networks. The cognitive engine plays the role of the brain for the CR and the learning engine is its core. In order to fully exploit the features of CRs, the learning engine should be improved. Therefore, in this study, we discuss several machine learning algorithms and their applications for CRs in terms of spectrum sensing, modulation classification and power allocation.
AB - Cognitive radio (CR) technology is a promising candidate for next generation intelligent wireless networks. The cognitive engine plays the role of the brain for the CR and the learning engine is its core. In order to fully exploit the features of CRs, the learning engine should be improved. Therefore, in this study, we discuss several machine learning algorithms and their applications for CRs in terms of spectrum sensing, modulation classification and power allocation.
KW - Cognitive radio
KW - Learning engine
KW - Machine learning
KW - Modulation classification
KW - Spectrum sensing
UR - http://www.scopus.com/inward/record.url?scp=84952705651&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-24540-9_66
DO - 10.1007/978-3-319-24540-9_66
M3 - Conference contribution
AN - SCOPUS:84952705651
SN - 9783319245393
T3 - Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST
SP - 790
EP - 801
BT - Cognitive Radio Oriented Wireless Networks - 10th International Conference, CROWNCOM 2015, Revised Selected Papers
A2 - Weichold, Mark
A2 - Shakir, Muhammad Zeeshan
A2 - Abdallah, Mohamed
A2 - Ismail, Muhammad
A2 - Hamdi, Mounir
A2 - Karagiannidis, George K.
PB - Springer Verlag
T2 - 10th International Conference on Cognitive Radio Oriented Wireless Networks, CROWNCOM 2015
Y2 - 21 April 2015 through 23 April 2015
ER -