A Self-Adaptive Behavior-Aware Recruitment Scheme for Participatory Sensing
Participatory sensing services utilizing the abundant social participants with sensor-enabled handheld smart device resources are gaining high interest nowadays. One of the challenges faced is the recruitment of participants by fully utilizing their daily activity behavior with self-adaptiveness to...
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| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2015-09-01
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| Series: | Sensors |
| Subjects: | |
| Online Access: | http://www.mdpi.com/1424-8220/15/9/23361 |
| _version_ | 1798043699410632704 |
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| author | Yuanyuan Zeng Deshi Li |
| author_facet | Yuanyuan Zeng Deshi Li |
| author_sort | Yuanyuan Zeng |
| collection | DOAJ |
| description | Participatory sensing services utilizing the abundant social participants with sensor-enabled handheld smart device resources are gaining high interest nowadays. One of the challenges faced is the recruitment of participants by fully utilizing their daily activity behavior with self-adaptiveness toward the realistic application scenarios. In the paper, we propose a self-adaptive behavior-aware recruitment scheme for participatory sensing. People are assumed to join the sensing tasks along with their daily activity without pre-defined ground truth or any instructions. The scheme is proposed to model the tempo-spatial behavior and data quality rating to select participants for participatory sensing campaign. Based on this, the recruitment is formulated as a linear programming problem by considering tempo-spatial coverage, data quality, and budget. The scheme enables one to check and adjust the recruitment strategy adaptively according to application scenarios. The evaluations show that our scheme provides efficient sensing performance as stability, low-cost, tempo-spatial correlation and self-adaptiveness. |
| first_indexed | 2024-04-11T22:52:45Z |
| format | Article |
| id | doaj.art-8842641625d04f31b01ddd6fbabea53f |
| institution | Directory Open Access Journal |
| issn | 1424-8220 |
| language | English |
| last_indexed | 2024-04-11T22:52:45Z |
| publishDate | 2015-09-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Sensors |
| spelling | doaj.art-8842641625d04f31b01ddd6fbabea53f2022-12-22T03:58:32ZengMDPI AGSensors1424-82202015-09-01159233612337510.3390/s150923361s150923361A Self-Adaptive Behavior-Aware Recruitment Scheme for Participatory SensingYuanyuan Zeng0Deshi Li1School of Electronic Information, Wuhan University, Wuhan 430072, ChinaSchool of Electronic Information, Wuhan University, Wuhan 430072, ChinaParticipatory sensing services utilizing the abundant social participants with sensor-enabled handheld smart device resources are gaining high interest nowadays. One of the challenges faced is the recruitment of participants by fully utilizing their daily activity behavior with self-adaptiveness toward the realistic application scenarios. In the paper, we propose a self-adaptive behavior-aware recruitment scheme for participatory sensing. People are assumed to join the sensing tasks along with their daily activity without pre-defined ground truth or any instructions. The scheme is proposed to model the tempo-spatial behavior and data quality rating to select participants for participatory sensing campaign. Based on this, the recruitment is formulated as a linear programming problem by considering tempo-spatial coverage, data quality, and budget. The scheme enables one to check and adjust the recruitment strategy adaptively according to application scenarios. The evaluations show that our scheme provides efficient sensing performance as stability, low-cost, tempo-spatial correlation and self-adaptiveness.http://www.mdpi.com/1424-8220/15/9/23361participatory sensingdata recruitmentself-adaptivebehavior-aware |
| spellingShingle | Yuanyuan Zeng Deshi Li A Self-Adaptive Behavior-Aware Recruitment Scheme for Participatory Sensing Sensors participatory sensing data recruitment self-adaptive behavior-aware |
| title | A Self-Adaptive Behavior-Aware Recruitment Scheme for Participatory Sensing |
| title_full | A Self-Adaptive Behavior-Aware Recruitment Scheme for Participatory Sensing |
| title_fullStr | A Self-Adaptive Behavior-Aware Recruitment Scheme for Participatory Sensing |
| title_full_unstemmed | A Self-Adaptive Behavior-Aware Recruitment Scheme for Participatory Sensing |
| title_short | A Self-Adaptive Behavior-Aware Recruitment Scheme for Participatory Sensing |
| title_sort | self adaptive behavior aware recruitment scheme for participatory sensing |
| topic | participatory sensing data recruitment self-adaptive behavior-aware |
| url | http://www.mdpi.com/1424-8220/15/9/23361 |
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