Nonlinear Theory and Its Applications, IEICE
Online ISSN : 2185-4106
Special Section on Recent Progress in Nonlinear Theory and Its Applications
Improving throughput using multi-armed bandit algorithm for wireless LANs
Kaori KurodaHiroki KatoSong-Ju KimMakoto NaruseMikio Hasegawa
Author information
JOURNALS FREE ACCESS

2018 Volume 9 Issue 1 Pages 74-81

Details
Abstract

Recently, various mobile communication systems have been widely deployed, and mobile traffic is increasing. However, the bandwidth available for mobile communications is limited, hence the scarcity of radio resources in mobile communications is a serious problem. As an approach to solve this problem, cognitive wireless communication models have been proposed. These model search for vacant time slots in multi-channel wireless communication systems. Although previous studies have shown that frequency utilization efficiency can be improved by multi-armed bandit algorithms, channels are assumed to be independent. However, channels used in 2.4 GHz wireless LANs (such as IEEE802.11b or IEEE802.11g) are not independent because these channels overlap with adjacent channels. In this paper, we propose an extended multi-armed bandit algorithm that uses continuous-valued rewards, which is applicable to wireless communication systems with overlapping channels. We show the effectiveness of the proposed method by experimental demonstrations.

Information related to the author
© 2018 The Institute of Electronics, Information and Communication Engineers
Previous article Next article
feedback
Top