Impact of Users' Mobility on the Quality of Edge Sensing Systems
Author | Naserallah, Omar |
Author | Azmy, Sherif B. |
Author | Zorba, Nizar |
Author | Hassanein, Hossam S. |
Available date | 2024-07-14T07:57:24Z |
Publication Date | 2022 |
Publication Name | Proceedings - IEEE Global Communications Conference, GLOBECOM |
Resource | Scopus |
Identifier | http://dx.doi.org/10.1109/GLOBECOM48099.2022.10000854 |
ISSN | 23340983 |
Abstract | Edge sensing (ES) is rising as a potential solution for remote sensing challenges, as it exploits the proliferation of smartphones, leverages their embedded sensors to collect data from users' surrounding environments and uses their processors to perform edge computing tasks. Moreover, it is characterized by its low cost and time efficiency. Tremendous efforts have been dedicated to ES systems' quality of data (QoD) and coverage to enhance its performance. Since users incentivization plays a crucial role in enhancing the system's performance, the research community concentrated on improving incentives schemes. In this paper, we evaluate the effect of users' mobility on ES systems' quality of data and coverage, and propose a users' distribution-based dynamic-incentive scheme. In particular, we use a 2-dimensional random waypoint (RWP) model to emulate the randomness of users' mobility and velocity. The proposed incentive scheme aims to eliminate the negative impact of mobility on the QoD; by considering different factors to determine users' incentives and creating users' attraction areas in the targeted cells. |
Sponsor | ACKNOWLEDGEMENT This work was supported by Qatar University Grants M-QJRC-2020-4 and QUHI-CENG-21/22-1. The statements made herein are solely the responsibility of the authors. This research is also supported by a grant from the Natural Sciences and Engineering Research Council of Canada (NSERC) under grant number RGPIN-2019-05667. |
Language | en |
Publisher | Institution of Engineering and Technology |
Subject | Edge sensing Incentive Mobility Quality of data Random waypoint |
Type | Conference |
Pagination | 4196-4201 |
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Electrical Engineering [2685 items ]