Incentivizing Opportunistic Data Collection for Time-Sensitive IoT Applications

Pranvera Kortoci*, Abbas Mehrabidavoodabadi, Carlee Joe-Wong, Mario Di Francesco

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

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Abstract

Urban environments are the most prevalent application scenario for the Internet of Things (IoT). In this context, effective data collection and forwarding to a cloud (or edge) server are particularly important. This work leverages opportunistic data collection based on the mobile crowd sourcing (MCS) paradigm for time-sensitive IoT applications. Specifically, it introduces an incentive mechanism for the crowd to collect data that are valuable to data consumers in terms of regions of interest and time constraints. The proposed approach successfully incorporates the willingness of the crowd to participate in the data collection as part of the related incentives. It also ensures collection of valuable data via selective user incentivization. Accordingly, a weighted social welfare maximization problem is defined for users to decide which sensors to visit subject to deadline constraints. Following the NP-hardness of the problem, an online heuristic algorithm is proposed for sensors to dynamically incentivize mobile users with a low message and time complexity. The proposed solution is shown to be effective for time-sensitive quality data collection through extensive simulations on realistic mobility traces. It significantly increases the overall social welfare as well as the amount of collected data compared to other approaches.
Original languageEnglish
Title of host publication2021 18th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON)
Place of PublicationPiscataway, NJ
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1-9
Number of pages9
ISBN (Electronic)9781665441087
ISBN (Print)9781665431118
DOIs
Publication statusPublished - 9 Jul 2021
EventIEEE International Conference on Sensing, Communication and Networking (SECON) - Rome, Italy, Rome, Italy
Duration: 6 Jul 20219 Jul 2021
https://secon2021.ieee-secon.org/

Conference

ConferenceIEEE International Conference on Sensing, Communication and Networking (SECON)
Abbreviated titleIEEE SECON
CountryItaly
CityRome
Period6/07/219/07/21
Internet address

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