Data Collection of IoT Devices Using an Energy-Constrained UAV
Loading...
Date
Authors
Li, Yuchen
Liang, Weifa
Xu, Wenzheng
Jia, Xiaohua
Journal Title
Journal ISSN
Volume Title
Publisher
IEEE
Abstract
In this paper, we study sensing data collection from IoT devices in a wireless sensor network, using an energy-constrained Unmanned Aerial Vehicle (UAV), where the sensory data is stored in IoT devices while the IoT devices may or may not be within the transmission range of each other. We formulate two novel data collection problems to fully or partially collect data from IoT devices using the UAV, by finding a closed tour for the UAV that includes hovering locations and the sojourn duration at each of the hovering locations such that the accumulative volume of data collected is maximized, subject to the energy capacity on the UAV, where the UAV consumes its energy on both hovering and flying from one hovering location to another hovering location. To this end, we first propose a novel data collection framework that enables the UAV to collect the sensory data from multiple IoT devices simultaneously if the IoT devices are within the hovering coverage range of the UAV. We then formulate two data collection maximization problems, and show that both of the problems are NP-hard. We instead devise efficient approximation and heuristic algorithms for the problems. We finally evaluate the performance of the proposed algorithms through experimental simulations. Experimental results demonstrated that the proposed algorithms are promising.
Description
Keywords
Citation
Collections
Source
Proceedings of the IEEE International Parallel and Distributed Processing Symposium (IPDPS) 2020
Type
Book Title
Entity type
Access Statement
License Rights
Restricted until
2099-12-31