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Participant Service Ability Aware Data Collecting Mechanism for Mobile Crowd Sensing

To collect data efficiently and reliably in Mobile Crowd Sensing (MCS), a Participant Service Ability Aware (PSAA) data collecting mechanism is proposed. First, participants select the best sensing task according to the task complexity and desired reward in the multitasking scenario. Second, the Sta...

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Detalles Bibliográficos
Autores principales: Yang, Jing, Xu, Jialiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6308634/
https://www.ncbi.nlm.nih.gov/pubmed/30513756
http://dx.doi.org/10.3390/s18124219
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author Yang, Jing
Xu, Jialiang
author_facet Yang, Jing
Xu, Jialiang
author_sort Yang, Jing
collection PubMed
description To collect data efficiently and reliably in Mobile Crowd Sensing (MCS), a Participant Service Ability Aware (PSAA) data collecting mechanism is proposed. First, participants select the best sensing task according to the task complexity and desired reward in the multitasking scenario. Second, the Stackelberg Game model is established based on the mutual choice of participants and platform to maximize their utilities to evaluate the service ability of participants. Finally, participants transmit data to platform directly or indirectly through the best relay and the sensing data from the participants with better service ability is selected to complete sensing tasks accurately and efficiently with the minimum overall reward expense. The numerical results show that the proposed data collection mechanism can maximize the utility of participants and platform, efficiently accomplish sensing tasks and significantly reduce the overall reward expense.
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spelling pubmed-63086342019-01-04 Participant Service Ability Aware Data Collecting Mechanism for Mobile Crowd Sensing Yang, Jing Xu, Jialiang Sensors (Basel) Article To collect data efficiently and reliably in Mobile Crowd Sensing (MCS), a Participant Service Ability Aware (PSAA) data collecting mechanism is proposed. First, participants select the best sensing task according to the task complexity and desired reward in the multitasking scenario. Second, the Stackelberg Game model is established based on the mutual choice of participants and platform to maximize their utilities to evaluate the service ability of participants. Finally, participants transmit data to platform directly or indirectly through the best relay and the sensing data from the participants with better service ability is selected to complete sensing tasks accurately and efficiently with the minimum overall reward expense. The numerical results show that the proposed data collection mechanism can maximize the utility of participants and platform, efficiently accomplish sensing tasks and significantly reduce the overall reward expense. MDPI 2018-12-01 /pmc/articles/PMC6308634/ /pubmed/30513756 http://dx.doi.org/10.3390/s18124219 Text en © 2018 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
Yang, Jing
Xu, Jialiang
Participant Service Ability Aware Data Collecting Mechanism for Mobile Crowd Sensing
title Participant Service Ability Aware Data Collecting Mechanism for Mobile Crowd Sensing
title_full Participant Service Ability Aware Data Collecting Mechanism for Mobile Crowd Sensing
title_fullStr Participant Service Ability Aware Data Collecting Mechanism for Mobile Crowd Sensing
title_full_unstemmed Participant Service Ability Aware Data Collecting Mechanism for Mobile Crowd Sensing
title_short Participant Service Ability Aware Data Collecting Mechanism for Mobile Crowd Sensing
title_sort participant service ability aware data collecting mechanism for mobile crowd sensing
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6308634/
https://www.ncbi.nlm.nih.gov/pubmed/30513756
http://dx.doi.org/10.3390/s18124219
work_keys_str_mv AT yangjing participantserviceabilityawaredatacollectingmechanismformobilecrowdsensing
AT xujialiang participantserviceabilityawaredatacollectingmechanismformobilecrowdsensing