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Age-optimal trajectory planning for UAV-assisted data collection

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TLDR
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.
Abstract
Unmanned aerial vehicle (UAV)-aided data collection is a new and promising application in many practical scenarios. In this work, we study the age-optimal trajectory planning problem in UAV-enabled wireless sensor networks, where a UAV is dispatched to collect data from the ground sensor nodes (SNs). The age of information (AoI) collected from each SN is characterized by the data uploading time and the time elapsed since the UAV leaves this SN. We attempt to design two age-optimal trajectories, referred to as the Max-AoI-optimal and Ave-AoI-optimal trajectories, respectively. The Max-AoI-optimal trajectory planning is to minimize the age of the ‘oldest’ sensed information among the SNs. The Ave-AoI-optimal trajectory planning is to minimize the average AoI of all the SNs. Then, we show that each age-optimal flight trajectory corresponds to a shortest Hamiltonian path in the wireless sensor network where the distance between any two SNs represents the amount of inter-visit time. The dynamic programming (DP) method and genetic algorithm (GA) are adopted to find the two different age-optimal trajectories. Simulation results validate the effectiveness of the proposed methods, and show how the UAV's trajectory is affected by the two AoI metrics.

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Citations
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References
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Proceedings ArticleDOI

Real-time status: How often should one update?

TL;DR: A time-average age metric is employed for the performance evaluation of status update systems and the existence of an optimal rate at which a source must generate its information to keep its status as timely as possible at all its monitors is shown.
Journal ArticleDOI

Update or Wait: How to Keep Your Data Fresh

TL;DR: In this paper, the authors study how to optimally manage the freshness of information updates sent from a source node to a destination via a channel and develop efficient algorithms to find the optimal update policy among all causal policies and establish sufficient and necessary conditions for the optimality of the zero-wait policy.
Journal ArticleDOI

Low-Altitude Unmanned Aerial Vehicles-Based Internet of Things Services: Comprehensive Survey and Future Perspectives

TL;DR: A comprehensive survey on the UAVs and the related issues will be introduced, the envisioned UAV-based architecture for the delivery of Uav-based value-added IoT services from the sky will be introduction, and the relevant key challenges and requirements will be presented.
Journal ArticleDOI

Energy-Efficient Data Collection in UAV Enabled Wireless Sensor Network

TL;DR: This letter jointly optimize the SNs’ wake-up schedule and UAV’s trajectory to minimize the maximum energy consumption of all SNs, while ensuring that the required amount of data is collected reliably from each SN.
Posted Content

Energy-Efficient Data Collection in UAV Enabled Wireless Sensor Network

TL;DR: In this paper, the authors jointly optimize the wake-up schedule and UAV's trajectory to minimize the maximum energy consumption of all ground sensor nodes, while ensuring that the required amount of data is collected reliably from each SN.
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Why age is important for data collection?

Age is important for data collection because it affects the freshness and reliability of the collected information.