数据采集与处理2024,Vol.39Issue(5):1271-1286,16.DOI:10.16337/j.1004-9037.2024.05.018
无人机数据采集系统中基于动态干扰的轨迹优化方案
Trajectory Optimization Scheme Based on Dynamic Interference in UAV Data Collection System
摘要
Abstract
Aiming at the dynamic interference problem in UAV data collection,this paper proposes a real-time optimization scheme for UAV flight trajectory.In the case of limited collection distance,by optimizing the UAV flight trajectory,the energy consumption of the UAV in the limited mission time is minimized.In order to avoid interference,the scheme is divided into two stages:initial trajectory planning and online trajectory optimization.In the initial trajectory planning stage,offline planning is carried out according to trajectory cost and corner energy consumption without considering interference;in the online trajectory optimization stage,on the basis of the initial trajectory,dynamic interference is considered,and an interference localization algorithm based on Markov prediction model is designed and the interference potential field is also proposed to optimize the initial trajectory.Simulation analysis shows that the proposed scheme can effectively improve the anti-interference performance of UAV communication and improve the UAV data collection ability.关键词
无人机通信/动态干扰/轨迹优化/数据采集/马尔可夫预测模型Key words
UAV communication/dynamic interference/trajectory optimization/data collection/Markov prediction model分类
信息技术与安全科学引用本文复制引用
朱江,王彦敏..无人机数据采集系统中基于动态干扰的轨迹优化方案[J].数据采集与处理,2024,39(5):1271-1286,16.基金项目
重庆市留创计划创新类资助项目(cx2020059). (cx2020059)