Fast Learning Cognitive Radios in Underlay Dynamic Spectrum Access: Integration of Transfer Learning into Deep Reinforcement Learning

2020 ◽  
Author(s):  
Fatemeh Shah-Mohammadi ◽  
Andres Kwasinski
Keyword(s):  
Reinforcement Learning ◽  
Transfer Learning ◽  
Dynamic Spectrum Access ◽  
Cognitive Radios ◽  
Dynamic Spectrum ◽  
Spectrum Access ◽  
Fast Learning

Reinforcement learning based dynamic spectrum access in cognitive Internet of Vehicles

2021 ◽  
Vol 18 (7) ◽  
pp. 58-68
Author(s):  
Xin Liu ◽  
Can Sun ◽  
Mu Zhou ◽  
Bin Lin ◽  
Yuto Lim
Keyword(s):  
Reinforcement Learning ◽  
Dynamic Spectrum Access ◽  
Dynamic Spectrum ◽  
Spectrum Access ◽  
Internet Of Vehicles

Accelerating Model-Free Reinforcement Learning With Imperfect Model Knowledge in Dynamic Spectrum Access

2020 ◽  
Vol 7 (8) ◽  
pp. 7517-7528 ◽  
Author(s):  
Lianjun Li ◽  
Lingjia Liu ◽  
Jianan Bai ◽  
Hao-Hsuan Chang ◽  
Hao Chen ◽  
...  
Keyword(s):  
Reinforcement Learning ◽  
Dynamic Spectrum Access ◽  
Dynamic Spectrum ◽  
Spectrum Access ◽  
Model Free

scholarly journals COGNITIVE RADIOS FOR DYNAMIC SPECTRUM ACCESS - Dynamic Frequency Hopping Communities for Efficient IEEE 802.22 Operation

2007 ◽  
Vol 45 (5) ◽  
pp. 80-87 ◽  
Author(s):  
Wendong Hu ◽  
Daniel Willkomm ◽  
Murad Abusubaih ◽  
James Gross ◽  
George Vlantis ◽  
...  
Keyword(s):  
Dynamic Spectrum Access ◽  
Cognitive Radios ◽  
Frequency Hopping ◽  
Dynamic Spectrum ◽  
Spectrum Access ◽  
Ieee 802.22 ◽  
Dynamic Frequency
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