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Minimum-Cost Offloading for Collaborative Task Execution of MEC-Assisted Platooning

In this paper, we study the offloading decision of collaborative task execution between platoon and Mobile Edge Computing (MEC) server. The mobile application is represented by a series of fine-grained tasks that form a linear topology, each of which is either executed on a local vehicle, offloaded...

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Autores principales: Fan, Xiayan, Cui, Taiping, Cao, Chunyan, Chen, Qianbin, Kwak, Kyung Sup
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6413086/
https://www.ncbi.nlm.nih.gov/pubmed/30781710
http://dx.doi.org/10.3390/s19040847
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author Fan, Xiayan
Cui, Taiping
Cao, Chunyan
Chen, Qianbin
Kwak, Kyung Sup
author_facet Fan, Xiayan
Cui, Taiping
Cao, Chunyan
Chen, Qianbin
Kwak, Kyung Sup
author_sort Fan, Xiayan
collection PubMed
description In this paper, we study the offloading decision of collaborative task execution between platoon and Mobile Edge Computing (MEC) server. The mobile application is represented by a series of fine-grained tasks that form a linear topology, each of which is either executed on a local vehicle, offloaded to other members of the platoon, or offloaded to a MEC server. The objective of the design is to minimize the cost of tasks offloading and meets the deadline of tasks execution. The cost minimized task decision problem is transformed into the shortest path problem, which is limited by the deadline of the tasks on a directed acyclic graph. The classical Lagrangian Relaxation-based Aggregated Cost (LARAC) algorithm is adopted to solve the problem approximately. Numerical analysis shows that the scheduling method of the tasks decision can be well applied to the platoon scenario and execute the tasks in cooperation with the MEC server. In addition, compared with task local execution, platoon execution and MEC server execution, the optimal offloading decision for collaborative task execution can significantly reduce the cost of task execution and meet deadlines.
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spelling pubmed-64130862019-04-03 Minimum-Cost Offloading for Collaborative Task Execution of MEC-Assisted Platooning Fan, Xiayan Cui, Taiping Cao, Chunyan Chen, Qianbin Kwak, Kyung Sup Sensors (Basel) Article In this paper, we study the offloading decision of collaborative task execution between platoon and Mobile Edge Computing (MEC) server. The mobile application is represented by a series of fine-grained tasks that form a linear topology, each of which is either executed on a local vehicle, offloaded to other members of the platoon, or offloaded to a MEC server. The objective of the design is to minimize the cost of tasks offloading and meets the deadline of tasks execution. The cost minimized task decision problem is transformed into the shortest path problem, which is limited by the deadline of the tasks on a directed acyclic graph. The classical Lagrangian Relaxation-based Aggregated Cost (LARAC) algorithm is adopted to solve the problem approximately. Numerical analysis shows that the scheduling method of the tasks decision can be well applied to the platoon scenario and execute the tasks in cooperation with the MEC server. In addition, compared with task local execution, platoon execution and MEC server execution, the optimal offloading decision for collaborative task execution can significantly reduce the cost of task execution and meet deadlines. MDPI 2019-02-18 /pmc/articles/PMC6413086/ /pubmed/30781710 http://dx.doi.org/10.3390/s19040847 Text en © 2019 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Fan, Xiayan
Cui, Taiping
Cao, Chunyan
Chen, Qianbin
Kwak, Kyung Sup
Minimum-Cost Offloading for Collaborative Task Execution of MEC-Assisted Platooning
title Minimum-Cost Offloading for Collaborative Task Execution of MEC-Assisted Platooning
title_full Minimum-Cost Offloading for Collaborative Task Execution of MEC-Assisted Platooning
title_fullStr Minimum-Cost Offloading for Collaborative Task Execution of MEC-Assisted Platooning
title_full_unstemmed Minimum-Cost Offloading for Collaborative Task Execution of MEC-Assisted Platooning
title_short Minimum-Cost Offloading for Collaborative Task Execution of MEC-Assisted Platooning
title_sort minimum-cost offloading for collaborative task execution of mec-assisted platooning
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6413086/
https://www.ncbi.nlm.nih.gov/pubmed/30781710
http://dx.doi.org/10.3390/s19040847
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