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Open AccessJournal ArticleDOI

Energy-Constrained UAV Data Acquisition in Wireless Sensor Networks with the Age of Information

Zhimin Li, +1 more
- 06 Apr 2023 - 
- Vol. 12, Iss: 7, pp 1739-1739
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TLDR
In this paper , the authors considered a wireless sensor network assisted by the UAV in the Internet of Things (IoT) and proposed a genetic algorithm to plan the flight trajectory of the unmanned aerial vehicle (UAV).
Abstract
This paper considers a wireless sensor network (WSN) assisted by the unmanned aerial vehicle (UAV) in the Internet of Things (IoT). The UAV departs from the data center to the ground node to collect sensor node data as a relay. Under the constraints of battery energy, the UAV will travel to and from the data center repeatedly and transmit the collected sensor node data. The freshness of the node data received by the data center is measured by the Age of Information (AoI) as a performance metric. A genetic algorithm is used to plan the flight trajectory of the UAV. To ensure the data’s integrity and accuracy in a single sensor node, the UAV continuously collects sensor node data when the distance from the sensor node is less than the minimum acquisition distance. Through simulation experiments, we analyzed the influence of changing acquisition distance, the initial battery capacity, acquisition success probability, and transmission power on the peak age of information and the average age of information.

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References
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Journal ArticleDOI

Cellular UAV-to-X Communications: Design and Optimization for Multi-UAV Networks

TL;DR: This paper proposes a cooperative UAV sense-and-send protocol to enable the UAV-to-X communications, and forms the subchannel allocation and UAV speed optimization problem to maximize the uplink sum-rate and shows that the proposed ISASOA can upload 10% more data than the greedy algorithm.
Posted Content

Age of Information: An Introduction and Survey

TL;DR: The current state of the art in the design and optimization of low-latency cyberphysical systems and applications in which sources send time-stamped status updates to interested recipients is described and AoI timeliness metrics are described.
Journal ArticleDOI

Age of Information: An Introduction and Survey

TL;DR: In this paper, the authors summarize recent contributions in the broad area of AoI and present general AoI evaluation analysis that are applicable to a wide variety of sources and systems, starting from elementary single-server queues, and applying these AoI methods to a range of increasingly complex systems, including energy harvesting sensors transmitting over noisy channels, parallel server systems, queueing networks, and various single-hop and multi-hop wireless networks.
Proceedings ArticleDOI

Age-optimal trajectory planning for UAV-assisted data collection

TL;DR: In this paper, the authors proposed two age-optimal trajectories, referred to as the Max-AoIoptimal and Ave AoI-Optimal, to minimize the average AoI of all the ground sensor nodes.
Proceedings ArticleDOI

Deep Reinforcement Learning for Minimizing Age-of-Information in UAV-Assisted Networks

TL;DR: In this article, a UAV-assisted wireless network is studied, in which energy-constrained ground nodes are deployed to observe different physical processes, and a deep reinforcement learning (RL) algorithm is proposed to obtain the optimal policy that minimizes the weighted sum-AoI, referred to as the age-optimal policy.
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