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Recent advances on artificial intelligence and learning techniques in cognitive radio networks
by
Abbas, Nadine
, Nasser, Youssef
, Ahmad, Karim El
in
Artificial intelligence
/ Cognitive radio
/ Communications Engineering
/ Delay
/ Dynamic Spectrum Access for Throughput
/ Dynamics
/ Engineering
/ Expert systems
/ Fairness Enhancement In Cognitive Radio Networks
/ Information Systems Applications (incl.Internet)
/ Learning
/ Multiagent systems
/ Networks
/ Reasoning
/ Review
/ Signal,Image and Speech Processing
2015
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Recent advances on artificial intelligence and learning techniques in cognitive radio networks
by
Abbas, Nadine
, Nasser, Youssef
, Ahmad, Karim El
in
Artificial intelligence
/ Cognitive radio
/ Communications Engineering
/ Delay
/ Dynamic Spectrum Access for Throughput
/ Dynamics
/ Engineering
/ Expert systems
/ Fairness Enhancement In Cognitive Radio Networks
/ Information Systems Applications (incl.Internet)
/ Learning
/ Multiagent systems
/ Networks
/ Reasoning
/ Review
/ Signal,Image and Speech Processing
2015
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Do you wish to request the book?
Recent advances on artificial intelligence and learning techniques in cognitive radio networks
by
Abbas, Nadine
, Nasser, Youssef
, Ahmad, Karim El
in
Artificial intelligence
/ Cognitive radio
/ Communications Engineering
/ Delay
/ Dynamic Spectrum Access for Throughput
/ Dynamics
/ Engineering
/ Expert systems
/ Fairness Enhancement In Cognitive Radio Networks
/ Information Systems Applications (incl.Internet)
/ Learning
/ Multiagent systems
/ Networks
/ Reasoning
/ Review
/ Signal,Image and Speech Processing
2015
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Recent advances on artificial intelligence and learning techniques in cognitive radio networks
Journal Article
Recent advances on artificial intelligence and learning techniques in cognitive radio networks
2015
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Overview
Cognitive radios are expected to play a major role towards meeting the exploding traffic demand over wireless systems. A cognitive radio node senses the environment, analyzes the outdoor parameters, and then makes decisions for dynamic time-frequency-space resource allocation and management to improve the utilization of the radio spectrum. For efficient real-time process, the cognitive radio is usually combined with artificial intelligence and machine-learning techniques so that an adaptive and intelligent allocation is achieved. This paper firstly presents the cognitive radio networks, resources, objectives, constraints, and challenges. Then, it introduces artificial intelligence and machine-learning techniques and emphasizes the role of learning in cognitive radios. Then, a survey on the state-of-the-art of machine-learning techniques in cognitive radios is presented. The literature survey is organized based on different artificial intelligence techniques such as fuzzy logic, genetic algorithms, neural networks, game theory, reinforcement learning, support vector machine, case-based reasoning, entropy, Bayesian, Markov model, multi-agent systems, and artificial bee colony algorithm. This paper also discusses the cognitive radio implementation and the learning challenges foreseen in cognitive radio applications.
Publisher
Springer International Publishing,Springer Nature B.V
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