Joint resource scheduling and flight path planning of UAV-assisted IoTs in response to emergencies

IF 4.4 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Computer Networks Pub Date : 2024-08-22 DOI:10.1016/j.comnet.2024.110731
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Abstract

In unmanned aerial vehicles (UAV)-assisted Internet of Things (IoT), emergencies can lead to changes in the status of ground sensor networks. This necessitates UAV-assisted IoT systems to possess the capability to dynamically respond to changes in the status of the ground sensor network. Therefore, this paper proposes a UAV scheduling scheme based on regional coordination (USRC). In this scheme, we divide the ground sensor network into task sub-regions according to the deployment of base stations. Then, we introduce a scheduling relationship pairing algorithm to determine the scheduling relationships between task sub-regions and UAV resources that need to be scheduled for each sub-region. Based on this, a dynamic path planning algorithm is designed to synchronize the planning of cross-region flight paths and intra-region flight paths for UAVs. Experimental results have demonstrated that the proposed scheme can efficiently respond to changes in the status of the ground sensor network by scheduling UAVs from sub-regions with abundant resources to those with scarce resources. Compared to other schemes, our scheme exhibits superior performance in reducing the age of information (AoI) and packet loss rate.

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应对紧急情况时无人机辅助物联网的联合资源调度和飞行路径规划
在无人飞行器(UAV)辅助的物联网(IoT)中,紧急情况会导致地面传感器网络的状态发生变化。这就要求无人机辅助物联网系统具备动态响应地面传感器网络状态变化的能力。因此,本文提出了一种基于区域协调的无人机调度方案(USRC)。在该方案中,我们根据基站部署情况将地面传感器网络划分为任务子区域。然后,引入调度关系配对算法,确定任务子区域与每个子区域需要调度的无人机资源之间的调度关系。在此基础上,设计了一种动态路径规划算法,以同步规划无人机的跨区域飞行路径和区域内飞行路径。实验结果表明,所提出的方案能有效地应对地面传感器网络状态的变化,将无人机从资源丰富的子区域调度到资源匮乏的子区域。与其他方案相比,我们的方案在降低信息年龄(AoI)和数据包丢失率方面表现出色。
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来源期刊
Computer Networks
Computer Networks 工程技术-电信学
CiteScore
10.80
自引率
3.60%
发文量
434
审稿时长
8.6 months
期刊介绍: Computer Networks is an international, archival journal providing a publication vehicle for complete coverage of all topics of interest to those involved in the computer communications networking area. The audience includes researchers, managers and operators of networks as well as designers and implementors. The Editorial Board will consider any material for publication that is of interest to those groups.
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