利用高光谱遥感和机器学习监测大白菜中由镰刀菌和根瘤菌引起的植物病害

IF 3.8 1区 农林科学 Q1 AGRONOMY Pest Management Science Pub Date : 2024-09-18 DOI:10.1002/ps.8414
Derrick Hoang Danh Nguyen, Arinah Jing Hui Tan, Ronjin Lee, Wei Feng Lim, Jia Yih Wong, Fadhlina Suhaimi
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引用次数: 0

摘要

本地蔬菜生产容易受到各种真菌病原体的侵袭,其中最常见和最致命的是镰刀菌和根瘤菌。这些病原体的早期检测具有挑战性,当视觉症状出现时,病原体可能已经广泛传播,对生产造成巨大破坏。在本研究中,我们通过在对照实验装置中收集健康植株和接种了其中一种真菌病原体的植株的高光谱数据,探索了如何利用高光谱数据早期检测大白菜中由 F. commune 或 R. solani 引起的病害。
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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Monitoring of plant diseases caused by Fusarium commune and Rhizoctonia solani in bok choy using hyperspectral remote sensing and machine learning
Local vegetable production is susceptible to various fungal pathogens, the most common and lethal of which are Fusarium commune and Rhizoctonia solani. Early detection of these pathogens is challenging, and by the time visual symptoms appear, the pathogens may have already spread extensively, causing massive damage to the production. In this study, we explored the use of hyperspectral data for early detection of diseases caused by F. commune or R. solani in bok choy Brassica rapa subsp. chinensis by collecting hyperspectral data from healthy plants and plants inoculated with either fungal pathogen in a controlled experimental set-up.
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来源期刊
Pest Management Science
Pest Management Science 农林科学-昆虫学
CiteScore
7.90
自引率
9.80%
发文量
553
审稿时长
4.8 months
期刊介绍: Pest Management Science is the international journal of research and development in crop protection and pest control. Since its launch in 1970, the journal has become the premier forum for papers on the discovery, application, and impact on the environment of products and strategies designed for pest management. Published for SCI by John Wiley & Sons Ltd.
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