Dynamic channel selection in wireless communications via a multi-armed bandit algorithm using laser chaos time series

TL;DR

This paper demonstrates the use of laser chaos time series in a multi-armed bandit algorithm for dynamic channel selection in WLANs, showing ultrafast decision-making and improved communication quality in changing environments.

Contribution

It introduces a novel application of laser chaos time series in a MAB algorithm for wireless channel selection, validated through experimental WLAN tests.

Findings

Successful experimental implementation in IEEE802.11a WLAN

Ultrafast chaotic sequences enhance real-time channel decision-making

Simplified MAB algorithm effectively adapts to dynamic environments

Abstract

Dynamic channel selection is among the most important wireless communication elements in dynamically changing electromagnetic environments wherein a user can experience improved communication quality by choosing a better channel. Multi-armed bandit (MAB) algorithms are a promising approach by which the difficult tradeoff between exploration to search for better a channel and exploitation to experience enhanced communication quality is resolved. Ultrafast solution of MAB problems has been demonstrated by utilizing chaotically oscillating time series generated by semiconductor lasers. In this study, we experimentally demonstrate a MAB algorithm incorporating laser chaos time series in a wireless local area network (WLAN). Autonomous and adaptive dynamic channel selection is successfully demonstrated in an IEEE802.11a-based, four-channel WLAN. Although the laser chaos time series is arranged prior to the WLAN experiments, the results confirm the usefulness of ultrafast chaotic sequences for real wireless applications. In addition, we numerically examine the underlining adaptation mechanism of the significantly simplified MAB algorithm implemented in the present study compared with the previously reported chaos-based decision makers. This study provides a first step toward the application of ultrafast chaotic lasers for future high-performance wireless communication networks.