一个系统的审查在遥感和近距离工具的进步,以检测葡萄藤疾病的系统审查
Fernando Portela1,2,3, Joaquim J Sousa4,5, Cláudio Araújo-Paredes2,6
1Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes e Alto Douro, 5000-801 Vila Real, Portugal.
Sensors (Basel, Switzerland)
|January 8, 2025
概括
遥感和近距离的工具显示,有望检测葡萄树的疾病,如菌和粉状菌. 将人工智能与传感器数据相结合,可以提高葡萄园可持续管理的准确性.
科学领域:
- 农业科学 农业科学
- 植物病理学 植物病理学
- 遥感技术 遥感技术 遥感技术
背景情况:
- 葡萄藤 (Vitis vinifera L.) 在经济上至关重要,但易受疾病的侵袭,造成重大损失.
- 有效的疾病监测对于葡萄种植者可持续性和利能力至关重要.
研究的目的:
- 系统地审查用于葡萄藤疾病检测的远程传感和近距离传感工具.
- 识别基于传感器的现场监测中的当前能力,研究缺口和未来方向.
主要方法:
- 来自Scopus和Web of Science的104项研究 (2008-2024) 的系统文献综述.
- 专注于基于传感器在野外条件下检测葡萄藤疾病.
- 分析传感器类型 (RGB,多光谱,超光谱,场光谱) 和人工智能集成.
主要成果:
- 通常研究的是菌,粉状菌,黄色,复合体,腐烂和病毒性疾病.
- 通常使用RGB,多光谱和超光谱传感器.
- 越来越多的机器学习和深度学习的整合提高了检测准确度.
结论:
- 在基于传感器的葡萄藤疾病监测方面取得了进展.
- 未来的研究需要标准化的方法和多传感器数据集成.
- 跨不同葡萄园的验证对于商业适用性和可持续性至关重要.
关键词:
黄金色的光.人工智能的人工智能是人工智能.升级复杂的升级复杂的这是一种超谱的超光谱.多光谱的 多光谱的粉状和黄的菌精密葡萄种植的葡萄种植.在近距离感应.热红外线是一种热红外线.病毒性疾病是病毒性疾病.更多相关视频
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