Delay Minimization for BAC-NOMA Offloading in UAV Networks

The rapid deployment and enhanced communication capabilities of unmanned aerial vehicles (UAVs) have enabled numerous real-time sensing applications. These scenarios often necessitate task offloading and execution under stringent transmission delay constraints, particularly for time-critical applica...

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Main Authors: Haodong Li, Zhengkai Yin, Changsheng Chen
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Sensors
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Online Access:https://www.mdpi.com/1424-8220/25/1/84
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author Haodong Li
Zhengkai Yin
Changsheng Chen
author_facet Haodong Li
Zhengkai Yin
Changsheng Chen
author_sort Haodong Li
collection DOAJ
description The rapid deployment and enhanced communication capabilities of unmanned aerial vehicles (UAVs) have enabled numerous real-time sensing applications. These scenarios often necessitate task offloading and execution under stringent transmission delay constraints, particularly for time-critical applications such as disaster rescue and environmental monitoring. This paper investigates the improvement of MEC-based task offloading services in energy-constrained UAV networks using backscatter communication (BackCom) with non-orthogonal multiple access (BAC-NOMA). The proposed BAC-NOMA protocol allows uplink UAVs to utilize downlink signals for backscattering tasks instead of transmitting through uplink NOMA. A resource allocation problem is formulated, aimed at minimizing offloading delays for uplink users. By converting the initially non-convex problem into a convex one, an iterative algorithm is developed to solve it. Simulation results demonstrate that the proposed protocol significantly reduces offloading delays relative to existing benchmarks.
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institution Kabale University
issn 1424-8220
language English
publishDate 2024-12-01
publisher MDPI AG
record_format Article
series Sensors
spelling doaj-art-cb70713aedfc4490b7e044c0439805dc2025-01-10T13:20:49ZengMDPI AGSensors1424-82202024-12-012518410.3390/s25010084Delay Minimization for BAC-NOMA Offloading in UAV NetworksHaodong Li0Zhengkai Yin1Changsheng Chen2AVIC Aeronautics Computing Technology Research Institute, Xi’an 710069, ChinaShenzhen Research Institute of Northwestem Polytechnical University, Shenzhen 518057, ChinaAVIC Aeronautics Computing Technology Research Institute, Xi’an 710069, ChinaThe rapid deployment and enhanced communication capabilities of unmanned aerial vehicles (UAVs) have enabled numerous real-time sensing applications. These scenarios often necessitate task offloading and execution under stringent transmission delay constraints, particularly for time-critical applications such as disaster rescue and environmental monitoring. This paper investigates the improvement of MEC-based task offloading services in energy-constrained UAV networks using backscatter communication (BackCom) with non-orthogonal multiple access (BAC-NOMA). The proposed BAC-NOMA protocol allows uplink UAVs to utilize downlink signals for backscattering tasks instead of transmitting through uplink NOMA. A resource allocation problem is formulated, aimed at minimizing offloading delays for uplink users. By converting the initially non-convex problem into a convex one, an iterative algorithm is developed to solve it. Simulation results demonstrate that the proposed protocol significantly reduces offloading delays relative to existing benchmarks.https://www.mdpi.com/1424-8220/25/1/84unmanned aerial vehiclenon-orthogonal multiple accessedge computingbackscatter communicationdelay minimization
spellingShingle Haodong Li
Zhengkai Yin
Changsheng Chen
Delay Minimization for BAC-NOMA Offloading in UAV Networks
Sensors
unmanned aerial vehicle
non-orthogonal multiple access
edge computing
backscatter communication
delay minimization
title Delay Minimization for BAC-NOMA Offloading in UAV Networks
title_full Delay Minimization for BAC-NOMA Offloading in UAV Networks
title_fullStr Delay Minimization for BAC-NOMA Offloading in UAV Networks
title_full_unstemmed Delay Minimization for BAC-NOMA Offloading in UAV Networks
title_short Delay Minimization for BAC-NOMA Offloading in UAV Networks
title_sort delay minimization for bac noma offloading in uav networks
topic unmanned aerial vehicle
non-orthogonal multiple access
edge computing
backscatter communication
delay minimization
url https://www.mdpi.com/1424-8220/25/1/84
work_keys_str_mv AT haodongli delayminimizationforbacnomaoffloadinginuavnetworks
AT zhengkaiyin delayminimizationforbacnomaoffloadinginuavnetworks
AT changshengchen delayminimizationforbacnomaoffloadinginuavnetworks