Dynamic deployment of multi‐UAV base stations with deep reinforcement learning. Issue 15 (2nd May 2021)
- Record Type:
- Journal Article
- Title:
- Dynamic deployment of multi‐UAV base stations with deep reinforcement learning. Issue 15 (2nd May 2021)
- Main Title:
- Dynamic deployment of multi‐UAV base stations with deep reinforcement learning
- Authors:
- Wu, Guanhan
Jia, Weimin
Zhao, Jianwei - Abstract:
- Abstract: Unmanned aerial vehicles (UAVs) can be utilized as aerial base stations (BSs) to provide auxiliary communication services. In this letter, we propose a deep reinforcement learning (DRL)‐based dynamic deployment method for multi‐UAV communications. The phasic policy gradient (PPG) is designed to improve the sample efficiency and the attention of the multi‐UAV deployment. Simulation results are provided to verify the effectiveness of the proposed method.
- Is Part Of:
- Electronics letters. Volume 57:Issue 15(2021)
- Journal:
- Electronics letters
- Issue:
- Volume 57:Issue 15(2021)
- Issue Display:
- Volume 57, Issue 15 (2021)
- Year:
- 2021
- Volume:
- 57
- Issue:
- 15
- Issue Sort Value:
- 2021-0057-0015-0000
- Page Start:
- 600
- Page End:
- 602
- Publication Date:
- 2021-05-02
- Subjects:
- Electronics -- Periodicals
621.381 - Journal URLs:
- http://digital-library.theiet.org/content/journals/el ↗
http://estar.bl.uk/cgi-bin/sciserv.pl?collection=journals&journal=00135194 ↗
https://ietresearch.onlinelibrary.wiley.com/loi/1350911x ↗
http://www.theiet.org/ ↗ - DOI:
- 10.1049/ell2.12205 ↗
- Languages:
- English
- ISSNs:
- 0013-5194
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3705.060000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 24034.xml