Minimal Throughput Maximization of UAV-enabled Wireless Powered Communication Network in Cuboid Building Perimeter Scenario
As the number of Internet of Things Devices (IoTDs) increases, the building Structural Health Monitoring (SHM) system is subject to the enormous amount of data collected from sensors. To tackle this challenge, we investigate an Unmanned Aerial Vehicle (UAV)-enabled Wireless Powered Communication Net...
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Published in | IEEE eTransactions on network and service management Vol. 20; no. 4; p. 1 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.12.2023
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
Online Access | Get full text |
ISSN | 1932-4537 1932-4537 |
DOI | 10.1109/TNSM.2023.3268634 |
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Abstract | As the number of Internet of Things Devices (IoTDs) increases, the building Structural Health Monitoring (SHM) system is subject to the enormous amount of data collected from sensors. To tackle this challenge, we investigate an Unmanned Aerial Vehicle (UAV)-enabled Wireless Powered Communication Network (WPCN) in a building SHM scenario where a UAV is dispatched to provide wireless charging and data relaying services for IoTDs on the building. For preventing the channel blockage caused by the building, we place the UAV and Access Points (APs) in specific trajectory and locations, respectively. To improve the system's throughput, we maximize the minimum data volume among devices in a given period by formulating an optimization problem in which we jointly optimize the link schedule, the power and time allocation and the hovering positions of the UAV. However, the formulated problem is a mixed-integer nonlinear programming and is hard to solve. Therefore, we adopt a bottleneck-aware idea to reduce the dimensionality of the optimization variables in order to obtain a simplified problem that can be solved in a low-complexity way. Also, the Block Coordinate Descent (BCD) method is applied to reduce the complexity of the problem. Meanwhile, we further propose a method to deal with the heterogeneous problem for improving the generalizability of our algorithm. To estimate the performance of our proposed algorithm, we compare it with the Monte Carlo (MC) method, Game Theory (GT) and Particle Swarm Optimization (PSO). The simulation results indicate that our algorithm can obtain better performance. |
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AbstractList | As the number of Internet of Things Devices (IoTDs) increases, the building Structural Health Monitoring (SHM) system is subject to the enormous amount of data collected from sensors. To tackle this challenge, we investigate an Unmanned Aerial Vehicle (UAV)-enabled Wireless Powered Communication Network (WPCN) in a building SHM scenario where a UAV is dispatched to provide wireless charging and data relaying services for IoTDs on the building. For preventing the channel blockage caused by the building, we place the UAV and Access Points (APs) in specific trajectory and locations, respectively. To improve the system's throughput, we maximize the minimum data volume among devices in a given period by formulating an optimization problem in which we jointly optimize the link schedule, the power and time allocation and the hovering positions of the UAV. However, the formulated problem is a mixed-integer nonlinear programming and is hard to solve. Therefore, we adopt a bottleneck-aware idea to reduce the dimensionality of the optimization variables in order to obtain a simplified problem that can be solved in a low-complexity way. Also, the Block Coordinate Descent (BCD) method is applied to reduce the complexity of the problem. Meanwhile, we further propose a method to deal with the heterogeneous problem for improving the generalizability of our algorithm. To estimate the performance of our proposed algorithm, we compare it with the Monte Carlo (MC) method, Game Theory (GT) and Particle Swarm Optimization (PSO). The simulation results indicate that our algorithm can obtain better performance. |
Author | Liu, Lixin Tang, Qiang Yang, Kun Yang, Yong |
Author_xml | – sequence: 1 givenname: Qiang orcidid: 0000-0002-9924-3939 surname: Tang fullname: Tang, Qiang organization: School of Computer Science and Communication Engineering, Changsha University of Science and Technology, Changsha, China – sequence: 2 givenname: Yong surname: Yang fullname: Yang, Yong organization: School of Computer Science and Communication Engineering, Changsha University of Science and Technology, Changsha, China – sequence: 3 givenname: Lixin surname: Liu fullname: Liu, Lixin organization: School of Computer Science and Communication Engineering, Changsha University of Science and Technology, Changsha, China – sequence: 4 givenname: Kun orcidid: 0000-0002-6782-6689 surname: Yang fullname: Yang, Kun organization: School of Computer Science and Electronic Engineering, University of Essex, Essex, U.K |
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SubjectTerms | Algorithms Autonomous aerial vehicles bottleneck-awared Buildings Communications networks Complexity Game theory Hovering Internet of Things Mixed integer Nonlinear programming Optimization Particle swarm optimization Resource management Sensors Structural health monitoring Trajectory unmanned aerial vehicle Unmanned aerial vehicles Wireless communication Wireless communications Wireless power transmission wireless powered communication network Wireless sensor networks |
Title | Minimal Throughput Maximization of UAV-enabled Wireless Powered Communication Network in Cuboid Building Perimeter Scenario |
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