A Reinforcement Learning based evolutionary multi-objective optimization algorithm for spectrum allocation in Cognitive Radio networks

2020 ◽  
Vol 43 ◽  
pp. 101196
Author(s):  
Amandeep Kaur ◽  
Krishan Kumar
Keyword(s):  
Reinforcement Learning ◽  
Cognitive Radio ◽  
Cognitive Radio Networks ◽  
Optimization Algorithm ◽  
Radio Networks ◽  
Spectrum Allocation ◽  
Multi Objective Optimization ◽  
Multi Objective

scholarly journals MULTI-OBJECTIVE OPTIMIZATION ALGORITHM FOR POWER MANAGEMENT IN COGNITIVE RADIO NETWORKS

2019 ◽  
Vol 2019 (02) ◽  
pp. 97-109 ◽  
Author(s):  
Wang Haoxiang
Keyword(s):  
Cognitive Radio ◽  
Power Management ◽  
Cognitive Radio Networks ◽  
Optimization Algorithm ◽  
Cognitive Radios ◽  
Radio Networks ◽  
Optimization Techniques ◽  
Network Simulator ◽  
Multi Objective Optimization ◽  
Multi Objective

The cognitive radio networks is an adaptive and intelligent radio network that is capable of automatically identifying the available channels in the spectrum that is wireless. Cognitive radios modify the parameters supporting the conveyance according to the needs of communication to enhance the operating radio behavior and avail a concurrent communication within the allotted spectrum band at one location. To improvise the parameter configuration the intelligent optimization techniques are been followed nowadays. The paper puts forth a multi-objective optimization algorithm (MO-OPA) for the power management in the cognitive radio networks. The proposed method utilizes the hybridized evolutionary algorithm to reduce the power consumption by minimizing the delay in the communication, intervention and the error rate of the packets. The validation of the proposed method is done to using the network simulator-2 to evince the capabilities of the proposed MO-OPA.

Multi-objective optimization for spectrum sharing in cognitive radio networks: A review

2017 ◽  
Vol 41 ◽  
pp. 106-131 ◽  
Author(s):  
Muhammad Rashid Ramzan ◽  
Nadia Nawaz ◽  
Ashfaq Ahmed ◽  
Muhammad Naeem ◽  
Muhammad Iqbal ◽  
...  
Keyword(s):  
Cognitive Radio ◽  
Cognitive Radio Networks ◽  
Spectrum Sharing ◽  
Radio Networks ◽  
Multi Objective Optimization ◽  
Multi Objective
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