最先进的雷达技术的系统审查:无人地面车辆 (UGV) 的应用
Can Ersü1, Eduard Petlenkov1, Karl Janson1
1Department of Computer and Systems Engineering, Tallinn University of Technology, Ehitajate tee 5, 19086 Tallinn, Estonia.
Sensors (Basel, Switzerland)
|December 17, 2024
概括
无人地面车辆 (UGV) 中的先进雷达增强了防御和探索的自主性. 然而,在复杂的环境中仍然存在挑战,影响恶劣天气和崎地形的表现.
科学领域:
- 机器人技术和自主系统
- 传感器技术 传感器技术
- 人工智能的人工智能
背景情况:
- 无人地面车辆 (UGV) 需要先进的感知来实现自主操作.
- 雷达技术为UGV提供了强大的环境传感潜力.
- 复杂情景中的整合挑战和性能限制需要系统的评估.
研究的目的:
- 系统地审查UGV中先进雷达技术的整合.
- 评估雷达在增强UGV在国防,运输和勘探方面的自主性方面的作用.
- 识别当前的进展,挑战和未来的研究方向.
主要方法:
- 系统性文献审查方法.
- 在主要的科学数据库 (IEEE Xplore,Google Scholar,arXiv,Scopus) 中进行全面的搜索.
- 2007年至2024年间发表的54项精选研究的查和分析.
主要成果:
- 详细审查雷达感知,机器学习集成和UGV中的传感器融合.
- 确定了自主导航雷达能力的重大进展.
- 在恶劣的天气和非结构化的地形中突出限制,影响可靠性.
结论:
- 雷达技术显示了改善UGV自主性的巨大潜力.
- 环境条件显著影响雷达性能,给部署带来挑战.
- 需要进一步的研究来克服局限性并优化雷达集成,以实现稳健的UGV操作.
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