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Paper Abstract and Keywords
Presentation 2019-01-24 16:10
A Routing Algorithm using machine learning for Wireless Mesh Networks
Genki Komuro, Hiroyuki Suzuki, Akio Koyama (Yamagata University)
Abstract (in Japanese) (See Japanese page) 
(in English) In recent years, attention has been focused on a Wireless Mesh Networks (WMN) that can expand a wireless area with the spread of wireless terminals. Routing that determines the route to be used at the time of communication is largely influenced by the performance of the WMN, but existing routing protocols do not take into account the performance deterioration of the route by changing of traffic and wireless environment after the route is constructed. In this paper, we propose a route reconstruction method which detects performance degradation of the route and makes the route reconstruction. In this method, a destination node monitors the performance of routes, and reconstructs the routes when degradation is detected based on criterion selected by machine learning. By performance evaluation, we show the effectiveness of the proposed method by comparison with the conventional method.
Keyword (in Japanese) (See Japanese page) 
(in English) WMN(Wireless Mesh Networks) / Machine Learning / Reinforcement Learning / Routing Algorithm / Performance Degradation / Route Reconstruction / /  
Reference Info. IEICE Tech. Rep., vol. 118, no. 421, SR2018-107, pp. 71-77, Jan. 2019.
Paper # SR2018-107 
Date of Issue 2019-01-17 (SR) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380

Conference Information
Committee SR  
Conference Date 2019-01-24 - 2019-01-25 
Place (in Japanese) (See Japanese page) 
Place (in English) Corasse, Fukushima city (Fukushima prefecture) 
Topics (in Japanese) (See Japanese page) 
Topics (in English) cognitive radio, machine learning application, heterogeneous network, SDN, IoT etc. 
Paper Information
Registration To SR 
Conference Code 2019-01-SR 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A Routing Algorithm using machine learning for Wireless Mesh Networks 
Sub Title (in English)  
Keyword(1) WMN(Wireless Mesh Networks)  
Keyword(2) Machine Learning  
Keyword(3) Reinforcement Learning  
Keyword(4) Routing Algorithm  
Keyword(5) Performance Degradation  
Keyword(6) Route Reconstruction  
1st Author's Name Genki Komuro  
1st Author's Affiliation Yamagata University (Yamagata University)
2nd Author's Name Hiroyuki Suzuki  
2nd Author's Affiliation Yamagata University (Yamagata University)
3rd Author's Name Akio Koyama  
3rd Author's Affiliation Yamagata University (Yamagata University)
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Date Time 2019-01-24 16:10:00 
Presentation Time 25 
Registration for SR 
Paper # IEICE-SR2018-107 
Volume (vol) IEICE-118 
Number (no) no.421 
Page pp.71-77 
#Pages IEICE-7 
Date of Issue IEICE-SR-2019-01-17 

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