Whole-Plant Tissue Nitrogen Content Measurement Using Image Analyses in Floriculture Crops

Q2 Agricultural and Biological Sciences Journal of environmental horticulture Pub Date : 2022-02-24 DOI:10.24266/0738-2898-40.1.22
Ranjeeta Adhikari, Krishna Nemali
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引用次数: 1

Abstract

Research on image analysis techniques for estimating plant N status in floriculture is limited. We subjected poinsettia (Euphorbia pulcherrima Willd. ex Klotzsch) cultivars to five nitrogen concentration treatments for 45 days and captured grayscale images of plants briefly exposed to 450, 625, 660, and 870 nm of light using a multispectral image station. Images were processed to calculate normalized reflectance ratios, including R870/450, R870/625, and R870/660. Dried shoots were analyzed in a laboratory for whole-plant tissue N content (mg·g−1). Results indicated that whole-plant N content ranged from 21 to 44 mg·g−1 in different N treatments. Among the reflectance ratios, R870/625 showed higher correlation with whole-plant N content in different cultivars of poinsettia (0.72< r2 <0.78) compared to R870/450 and R870/660. Based on these results, we custom-built a low-cost image sensor that can be remotely controlled to capture red (625 nm) and near infrared (870 nm) images of plants and transfer images to a cloud storage for processing. The normalized reflectance ratio measured by the image sensor was linearly related to the whole-plant N content (r2=0.84) and more accurate than soil plant analysis development (SPAD) measurements at predicting plant N status. These results indicate that image analysis in general and images captured by low-cost image sensors can be used for estimation of plant N status in floriculture. Index words: Chlorophyll, poinsettia, red light reflectance, plant segmentation. Chemicals used in this study: Water soluble 15-5-15 Cal Mg. Species used in this study: Poinsettia (Euphorbia pulcherrima Willd. ex Klotzsch, cultivars ‘Christmas Beauty Marble', ‘Christmas Tradition', ‘Christmas Glory White', and ‘Wintersun White').
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利用图像分析技术测定花卉作物全株组织氮含量
在花卉栽培中,利用图像分析技术估算植物氮素状况的研究非常有限。我们研究了一品红(Euphorbia pulcherrima wild)。利用多光谱图像站捕捉了植物短暂暴露于450、625、660和870 nm光下的灰度图像。对图像进行处理,计算归一化反射率,包括R870/450、R870/625和R870/660。在实验室分析干芽的全株组织氮含量(mg·g−1)。结果表明,不同施氮处理下,全株氮含量在21 ~ 44 mg·g−1之间。反射率中,R870/625比R870/450和R870/660与一品红各品种全株氮含量的相关性更高(0.72< r2 <0.78)。基于这些结果,我们定制了一种低成本的图像传感器,可以远程控制捕获植物的红色(625 nm)和近红外(870 nm)图像,并将图像传输到云存储进行处理。图像传感器测量的归一化反射率与全株氮含量呈线性相关(r2=0.84),在预测植株氮状态方面比土壤植物分析发展(SPAD)测量更准确。这些结果表明,一般的图像分析和低成本图像传感器捕获的图像可以用于花卉种植中植物氮状态的估计。关键词:叶绿素,一品红,红光反射率,植物分割。本研究使用的化学物质:水溶性15-5-15 Cal Mg。本研究使用的物种:一品红(Euphorbia pulcherrima wild)。ex Klotzsch,栽培品种“圣诞美丽大理石”,“圣诞传统”,“圣诞荣耀白”和“冬日白”)。
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来源期刊
Journal of environmental horticulture
Journal of environmental horticulture Environmental Science-Environmental Science (miscellaneous)
CiteScore
1.90
自引率
0.00%
发文量
18
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