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An Energy Efficient UAV-Based Edge Computing System with Reliability Guarantee for Mobile Ground Nodes
An edge computing system is a distributed computing framework that provides execution resources such as computation and storage for applications involving networking close to the end nodes. An unmanned aerial vehicle (UAV)-aided edge computing system can provide a flexible configuration for mobile g...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8707916/ https://www.ncbi.nlm.nih.gov/pubmed/34960363 http://dx.doi.org/10.3390/s21248264 |
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author | Kim, Seung-Yeon Kim, Yi-Kang |
author_facet | Kim, Seung-Yeon Kim, Yi-Kang |
author_sort | Kim, Seung-Yeon |
collection | PubMed |
description | An edge computing system is a distributed computing framework that provides execution resources such as computation and storage for applications involving networking close to the end nodes. An unmanned aerial vehicle (UAV)-aided edge computing system can provide a flexible configuration for mobile ground nodes (MGN). However, edge computing systems still require higher guaranteed reliability for computational task completion and more efficient energy management before their widespread usage. To solve these problems, we propose an energy efficient UAV-based edge computing system with energy harvesting capability. In this system, the MGN makes requests for computing service from multiple UAVs, and geographically proximate UAVs determine whether or not to conduct the data processing in a distributed manner. To minimize the energy consumption of UAVs while maintaining a guaranteed level of reliability for task completion, we propose a stochastic game model with constraints for our proposed system. We apply a best response algorithm to obtain a multi-policy constrained Nash equilibrium. The results show that our system can achieve an improved life cycle compared to the individual computing scheme while maintaining a sufficient successful complete computation probability. |
format | Online Article Text |
id | pubmed-8707916 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-87079162021-12-25 An Energy Efficient UAV-Based Edge Computing System with Reliability Guarantee for Mobile Ground Nodes Kim, Seung-Yeon Kim, Yi-Kang Sensors (Basel) Communication An edge computing system is a distributed computing framework that provides execution resources such as computation and storage for applications involving networking close to the end nodes. An unmanned aerial vehicle (UAV)-aided edge computing system can provide a flexible configuration for mobile ground nodes (MGN). However, edge computing systems still require higher guaranteed reliability for computational task completion and more efficient energy management before their widespread usage. To solve these problems, we propose an energy efficient UAV-based edge computing system with energy harvesting capability. In this system, the MGN makes requests for computing service from multiple UAVs, and geographically proximate UAVs determine whether or not to conduct the data processing in a distributed manner. To minimize the energy consumption of UAVs while maintaining a guaranteed level of reliability for task completion, we propose a stochastic game model with constraints for our proposed system. We apply a best response algorithm to obtain a multi-policy constrained Nash equilibrium. The results show that our system can achieve an improved life cycle compared to the individual computing scheme while maintaining a sufficient successful complete computation probability. MDPI 2021-12-10 /pmc/articles/PMC8707916/ /pubmed/34960363 http://dx.doi.org/10.3390/s21248264 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Communication Kim, Seung-Yeon Kim, Yi-Kang An Energy Efficient UAV-Based Edge Computing System with Reliability Guarantee for Mobile Ground Nodes |
title | An Energy Efficient UAV-Based Edge Computing System with Reliability Guarantee for Mobile Ground Nodes |
title_full | An Energy Efficient UAV-Based Edge Computing System with Reliability Guarantee for Mobile Ground Nodes |
title_fullStr | An Energy Efficient UAV-Based Edge Computing System with Reliability Guarantee for Mobile Ground Nodes |
title_full_unstemmed | An Energy Efficient UAV-Based Edge Computing System with Reliability Guarantee for Mobile Ground Nodes |
title_short | An Energy Efficient UAV-Based Edge Computing System with Reliability Guarantee for Mobile Ground Nodes |
title_sort | energy efficient uav-based edge computing system with reliability guarantee for mobile ground nodes |
topic | Communication |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8707916/ https://www.ncbi.nlm.nih.gov/pubmed/34960363 http://dx.doi.org/10.3390/s21248264 |
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