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Time-Efficient Allocation Mechanisms for Crowdsensing Tasks with Precedence Constraints †

Crowdsensing has emerged as an efficient and inexpensive way to perform specialized tasks by leveraging external crowds. In some crowdsensing systems, different tasks may have different requirements, and there may be precedence constraints among them, such as the Unmanned Aerial Vehicle (UAV) crowds...

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Detalles Bibliográficos
Autores principales: Wu, Xiaocan, Sun, Yu-E, Huang, He, Du, Yang, Huang, Danlei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6603554/
https://www.ncbi.nlm.nih.gov/pubmed/31146376
http://dx.doi.org/10.3390/s19112456
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author Wu, Xiaocan
Sun, Yu-E
Huang, He
Du, Yang
Huang, Danlei
author_facet Wu, Xiaocan
Sun, Yu-E
Huang, He
Du, Yang
Huang, Danlei
author_sort Wu, Xiaocan
collection PubMed
description Crowdsensing has emerged as an efficient and inexpensive way to perform specialized tasks by leveraging external crowds. In some crowdsensing systems, different tasks may have different requirements, and there may be precedence constraints among them, such as the Unmanned Aerial Vehicle (UAV) crowdsensing systems. Moreover, minimizing the total execution time is a regular target for finishing the crowdsensing tasks with precedence constraints. As far as we know, only a few existing studies consider the precedence constraints among crowdsensing tasks, and none of them can minimize the total execution time simultaneously. To tackle this challenge, an efficient allocation mechanism for tasks with precedence constraints is first proposed, which can minimize the total execution time. Then, a case study is given to show how to fit our mechanism in the UAV crowdsensing system. Finally, the simulation results show that the proposed mechanisms have good approximate optimal ratios under different parameter settings and are efficient for the UAV crowdsensing system as well.
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spelling pubmed-66035542019-07-17 Time-Efficient Allocation Mechanisms for Crowdsensing Tasks with Precedence Constraints † Wu, Xiaocan Sun, Yu-E Huang, He Du, Yang Huang, Danlei Sensors (Basel) Article Crowdsensing has emerged as an efficient and inexpensive way to perform specialized tasks by leveraging external crowds. In some crowdsensing systems, different tasks may have different requirements, and there may be precedence constraints among them, such as the Unmanned Aerial Vehicle (UAV) crowdsensing systems. Moreover, minimizing the total execution time is a regular target for finishing the crowdsensing tasks with precedence constraints. As far as we know, only a few existing studies consider the precedence constraints among crowdsensing tasks, and none of them can minimize the total execution time simultaneously. To tackle this challenge, an efficient allocation mechanism for tasks with precedence constraints is first proposed, which can minimize the total execution time. Then, a case study is given to show how to fit our mechanism in the UAV crowdsensing system. Finally, the simulation results show that the proposed mechanisms have good approximate optimal ratios under different parameter settings and are efficient for the UAV crowdsensing system as well. MDPI 2019-05-29 /pmc/articles/PMC6603554/ /pubmed/31146376 http://dx.doi.org/10.3390/s19112456 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
Wu, Xiaocan
Sun, Yu-E
Huang, He
Du, Yang
Huang, Danlei
Time-Efficient Allocation Mechanisms for Crowdsensing Tasks with Precedence Constraints †
title Time-Efficient Allocation Mechanisms for Crowdsensing Tasks with Precedence Constraints †
title_full Time-Efficient Allocation Mechanisms for Crowdsensing Tasks with Precedence Constraints †
title_fullStr Time-Efficient Allocation Mechanisms for Crowdsensing Tasks with Precedence Constraints †
title_full_unstemmed Time-Efficient Allocation Mechanisms for Crowdsensing Tasks with Precedence Constraints †
title_short Time-Efficient Allocation Mechanisms for Crowdsensing Tasks with Precedence Constraints †
title_sort time-efficient allocation mechanisms for crowdsensing tasks with precedence constraints †
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6603554/
https://www.ncbi.nlm.nih.gov/pubmed/31146376
http://dx.doi.org/10.3390/s19112456
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