Application of Q‐Learning in routing of software‐defined wireless mesh network

2021 ◽  
Author(s):  
Khamxay Leevangtou ◽  
Hideya Ochiai ◽  
Chaodit Aswakul
Keyword(s):  
Wireless Mesh Network ◽  
Mesh Network ◽  
Q Learning ◽  
Wireless Mesh

scholarly journals Q- Learning Algorithm with Network Coding in Multi-Path Transfer Protocol for Wireless Mesh Network

2020 ◽  
Vol 9 (3) ◽  
pp. 153-157
Keyword(s):  
Network Coding ◽  
Wireless Mesh Network ◽  
Learning Algorithm ◽  
Mesh Network ◽  
Network Efficiency ◽  
Q Learning ◽  
Wireless Mesh ◽  
End To End Delay ◽  
Carrier Sensing ◽  
Transfer Protocol

In a wireless mesh network, the network coding algorithm used to improve network efficiency. In this paper, we have implemented the Q-learning algorithm with CSMA/CA as in distributed co-ordination function along with multi-path transfer protocol (MPTP). The functioning of CSMA/CA is based on physical carrier sensing. Q-learning algorithm, along with network coding, is implemented to achieve better throughput. Our proposed method has used to reduce the packet loss and to minimize the end to end delay of the network communication. Also, it will improve the possibility of receiver buffer blocking

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