Network-based integrated path planning for UAVs monitoring of dispersed targets

IF 4.4 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Tong Wang , Xiyao Liu , Zhixiang Wang , Panfeng Huang
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引用次数: 0

Abstract

This paper explores a novel problem involving multiple UAVs navigating along a topological network characterized by interconnected edges to monitor dispersed targets. Given the uncertainty of the environment and the UAV’s response to sudden events, the problem is decomposed into three subproblems of fastest coverage, dynamic coverage, and persistent coverage. A set of combinatorial optimization models is established to describe the three subproblems under temporal and spatial logical constraints, and an integrated planning method is established to solve them. In the algorithm, we design new strategies for target value calculation, state estimation, and multi-agent cooperation to adapt to the specificities of the new problem. Simulation results indicate that the proposed integrated planning method can effectively handle three coverage subproblems and has higher efficiency than existing methods.
基于网络的无人机分散目标监控综合路径规划
本文研究了一种涉及多架无人机沿边缘相互连接的拓扑网络导航以监测分散目标的新问题。考虑环境的不确定性和无人机对突发事件的响应,将问题分解为快速覆盖、动态覆盖和持续覆盖三个子问题。建立了时空逻辑约束下三个子问题的组合优化模型,并建立了求解这三个子问题的综合规划方法。在算法中,我们针对新问题的特殊性,设计了新的目标值计算、状态估计和多智能体协作策略。仿真结果表明,所提出的综合规划方法可以有效地处理三个覆盖子问题,并且比现有方法具有更高的效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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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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