JOURNAL ARTICLE

AoI-Minimal Trajectory Planning and Data Collection in UAV-Assisted Wireless Powered IoT Networks

Huimin HuKe XiongGang QuQiang NiPingyi FanKhaled B. Letaief

Year: 2020 Journal:   IEEE Internet of Things Journal Vol: 8 (2)Pages: 1211-1223   Publisher: Institute of Electrical and Electronics Engineers

Abstract

This article investigates the unmanned aerial vehicle (UAV)-assisted wireless powered Internet-of-Things system, where a UAV takes off from a data center, flies to each of the ground sensor nodes (SNs) in order to transfer energy and collect data from the SNs, and then returns to the data center. For such a system, an optimization problem is formulated to minimize the average Age of Information (AoI) of the data collected from all ground SNs. Since the average AoI depends on the UAV's trajectory, the time required for energy harvesting (EH) and data collection for each SN, these factors need to be optimized jointly. Moreover, instead of the traditional linear EH model, we employ a nonlinear model because the behavior of the EH circuits is nonlinear by nature. To solve this nonconvex problem, we propose to decompose it into two subproblems, i.e., a joint energy transfer and data collection time allocation problem and a UAV's trajectory planning problem. For the first subproblem, we prove that it is convex and give an optimal solution by using Karush-Kuhn-Tucker (KKT) conditions. This solution is used as the input for the second subproblem, and we solve optimally it by designing dynamic programming (DP) and ant colony (AC) heuristic algorithms. The simulation results show that the DP-based algorithm obtains the minimal average AoI of the system, and the AC-based heuristic finds solutions with near-optimal average AoI. The results also reveal that the average AoI increases as the flying altitude of the UAV increases and linearly with the size of the collected data at each ground SN. © 2014 IEEE.

Keywords:
Karush–Kuhn–Tucker conditions Computer science Heuristic Trajectory Wireless Mathematical optimization Real-time computing Wireless sensor network Nonlinear system Convex optimization Nonlinear programming Linear programming Optimization problem Control theory (sociology) Algorithm Regular polygon Computer network Artificial intelligence Mathematics Telecommunications

Metrics

324
Cited By
32.04
FWCI (Field Weighted Citation Impact)
53
Refs
1.00
Citation Normalized Percentile
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Citation History

Topics

Age of Information Optimization
Physical Sciences →  Computer Science →  Computer Networks and Communications
Energy Harvesting in Wireless Networks
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
IoT Networks and Protocols
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
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