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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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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. |
format | Online Article Text |
id | pubmed-6308634 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |