Edge-Intelligence-Based Computation Offloading Technology for Distributed Internet of Unmanned Aerial Vehicles

doi:10.1109/JIOT.2024.3383896

科研成果详情

题名	Edge-Intelligence-Based Computation Offloading Technology for Distributed Internet of Unmanned Aerial Vehicles
作者	Wang，Wenhua 1; Zhang，Yilin 1; Liu，Qin 2; Wang，Tian3 ; Jia，Weijia 3
发表日期	2024-06-15
发表期刊	IEEE Internet of Things Journal
卷号	11 期号:12 页码:20948-20957
摘要	With the development of networks and smart devices, artificial intelligence has drawn more and more attention, especially in the unmanned aerial vehicles (UAVs). Therefore, it is quite critical to train and run DNNs on resource-limited and hardware-constrained UAVs. The traditional methods fail to adjust offloading strategy due to the dynamic environment, while recently proposed intelligent computation offloading techniques rely on accessing Internet of Things devices' private data, which leads to privacy and security problem. To alleviate the above problems, we propose an novel edge-intelligent-based computation offloading technology via federated learning (FL). Specially, we utilize multilayer perceptron (MLP) to learn the computation tasks features and offload different tasks to different smart devices. Besides, to protect data privacy and improve the system's security, a hierarchical FL framework is utilized to train the model of the computation tasks features extraction. Finally, performance analysis results obtained by experiments demonstrate the performance of our proposed approach.
关键词	Computation offloading distributed Internet of Things (IoT) systems edge computing (EC) edge intelligence federated learning (FL)
DOI	10.1109/JIOT.2024.3383896
URL	查看来源
语种	英语English
Scopus入藏号	2-s2.0-85189629876
引用统计
文献类型	期刊论文
条目标识符	https://repository.uic.edu.cn/handle/39GCC9TT/13745
专题	个人在本单位外知识产出
通讯作者	Wang，Tian
作者单位	1.Beijing Normal University,School Of Artificial Intelligence,Beijing,100875,China 2.Hunan University,College Of Computer Science And Electronic Engineering,Changsha,410082,China 3.Institute Of Artificial Intelligence And Future Networks,Beijing Normal University,Zhuhai,519000,China
推荐引用方式 GB/T 7714	Wang，Wenhua,Zhang，Yilin,Liu，Qinet al. Edge-Intelligence-Based Computation Offloading Technology for Distributed Internet of Unmanned Aerial Vehicles[J]. IEEE Internet of Things Journal, 2024, 11(12): 20948-20957.
APA	Wang，Wenhua, Zhang，Yilin, Liu，Qin, Wang，Tian, & Jia，Weijia. (2024). Edge-Intelligence-Based Computation Offloading Technology for Distributed Internet of Unmanned Aerial Vehicles. IEEE Internet of Things Journal, 11(12), 20948-20957.
MLA	Wang，Wenhua,et al."Edge-Intelligence-Based Computation Offloading Technology for Distributed Internet of Unmanned Aerial Vehicles". IEEE Internet of Things Journal 11.12(2024): 20948-20957.