Assessment of Nitrogen Nutrition Index of Winter Wheat Canopy from Visible Images for a Dynamic Monitoring of N Requirements

Author:

Gée Christelle1ORCID,Denimal Emmanuel2,de Yparraguirre Maël1,Dujourdy Laurence2ORCID,Voisin Anne-Sophie1

Affiliation:

1. Agroécologie, INRAE, Institut Agro, Université Bourgogne Franche-Comté, F-21000 Dijon, France

2. Institut Agro, Cellule d’appui à la Recherche en Science des Données, F-21000 Dijon, France

Abstract

Hand-held chlorophyll meters or leaf-clip-type sensors indirectly and instantaneously measure leaf N content. They can provide an N nutrition index (NNI) value that is crucial information for adjusting the amount of N fertilizer to the actual N status of the plant. Although these measurements are non-invasive and non-destructive, they require numerous repetitions at the canopy scale. The objective of this work was to explore the potential of visible images to predict nitrogen status in winter wheat crops from estimating NNI and to compare these results with those deduced from classical methods. Based on a dark green colour index (DGCI), which combines hue, saturation and brightness, a normalized DGCI (nDGCI) was proposed as the ratio between the measurements of the study microplot and those of the over-fertilized microplot. The methodology was performed on winter wheat microplots with a nitrogen gradient. Half of the microplots were grown with a single cultivar (LG Absalon) and the other half with a mixture of four wheat cultivars. The impact of optical device (digital camera or smartphone), the white balance (Manual or Automatic), the crop growth stage (two-nodes or heading) and cultivars (single or mixed) on the relationship between (DGCI, nDGCI) and NNI was evaluated. The results showed a close correlation between the nDGCI values and the NNI_NTester values, especially on a single cultivar (LG Absalon; R2 = 0.73 up to 0.91 with smartphone). It suggested that the relationship is highly sensitive to the wheat cultivar. This approach with no specific calibration of images is promising for the estimation of N requirements in wheat field.

Funder

Plant2Pro® Institute

Publisher

MDPI AG

Subject

General Earth and Planetary Sciences

Reference49 articles.

1. Comifer (2011). Calcul De La Fertilisation Azotée, Guide Méthodologique Pour L’établissement Des Prescriptions Locales (Calculation of Nitrogen Fertilisation, Methodological Guide for Establishing Local Requirements), Comifer.

2. La fumure azotée du blé tendre d’hiver (Nitrogen fertilizsation of soft winter wheat);Bull. Technol. Inform. Min. Agric.,1969

3. Mismatch between a science-based decision tool and its use: The case of the balance-sheet method for nitrogen fertilization in France;Ravier;NJAS Wagening J. Life Sci.,2016

4. Combining user involvement with NNIovative design to develop a radical new method for managing N fertilization;Ravier;Nutr. Cycl. Agroecosyst.,2018

5. Lemaire, G., Gastal, F., and Salette, J. (1989, January 4–11). Analysis of the effect of N nutrition on dry matter yield of a sward by reference to potential yield and optimum N content. Proceedings of the 16th International Grassland Congress, Nice, France.

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3