Multiagent Multi-Armed Bandit Schemes for Gateway Selection in UAV Networks

Sherief Hashima, Kohei Hatano, Ehab Mahmoud Mohamed

研究成果: Chapter in Book/Report/Conference proceedingConference contribution

2 被引用数 (Scopus)

抄録

Lately, unmanned aerial vehicles (UAVs) communications acquired great attention because of its weighty new applications, particularly in rescue services. In such a case, access and gateway UAVS are spread to cover and fully support communications over disaster areas where the ground network is malfunctioned or wholly damaged. Each access UAV collects essential information from its assigned area, then flies and transfers it to the nearby gateway UAVs that deliver this collected information to the closest operating ground network. Meanwhile, collisions may occur as two or more access UAVs might target the same gateway UAV. This paper leverages and modifies two multi-armed bandit (MAB) based algorithms, namely, Kullback Leibler upper confidence bound (KLUCB) and minimax optimal stochastic strategy (MOSS) to formulate the gateway UAV selection issue. The issue is modeled as a budget-constrained multiagent MAB (MA-MAB) that maximizes data rates while considering access UAVs' flight battery consumption. Hence, MA battery aware KLUCB (MABA-KLUCB) and battery aware MOSS (MA-BA-MOSS) algorithms are proposed for efficient gateway UAV selection. The proposed MAB algorithms maximize the UAV network's total sum rate over the conventional selection techniques with assuring good convergence performance.

本文言語英語
ホスト出版物のタイトル2020 IEEE Globecom Workshops, GC Wkshps 2020 - Proceedings
出版社Institute of Electrical and Electronics Engineers Inc.
ISBN(電子版)9781728173078
DOI
出版ステータス出版済み - 12 2020
イベント2020 IEEE Globecom Workshops, GC Wkshps 2020 - Virtual, Taipei, 台湾省、中華民国
継続期間: 12 7 202012 11 2020

出版物シリーズ

名前2020 IEEE Globecom Workshops, GC Wkshps 2020 - Proceedings

会議

会議2020 IEEE Globecom Workshops, GC Wkshps 2020
国/地域台湾省、中華民国
CityVirtual, Taipei
Period12/7/2012/11/20

All Science Journal Classification (ASJC) codes

  • 人工知能
  • コンピュータ ネットワークおよび通信
  • コンピュータ サイエンスの応用
  • コンピュータ ビジョンおよびパターン認識
  • ハードウェアとアーキテクチャ
  • ソフトウェア

フィンガープリント

「Multiagent Multi-Armed Bandit Schemes for Gateway Selection in UAV Networks」の研究トピックを掘り下げます。これらがまとまってユニークなフィンガープリントを構成します。

引用スタイル