品质至上,客户至上,您的满意就是我们的目标
技术文章
当前位置: 首页 > 技术文章
基于Dualex氮平衡指数测量仪的作物叶绿素含量估算模型
发表时间:2023-04-24 14:21:22点击:632
来源:北京博普特科技有限公司
分享:
Dualex是一款源自于法国国家科学院 (CNRS)及巴黎第十一大学技术,由奥地利PESSL公司生产(原法国Force-A公司)开发的新型多功能叶片测量仪。它可同时准确测量叶片的叶绿素含量、叶片表层的类黄酮和花青素含量,适用于植物生理学和农学(如水稻叶绿素浓度,玉米氮素状况,葡萄藤等)相关研究。其测量对象可以是单子叶植物,双子叶植物或多年生植物。这款设备简单易用,可进a行实时和非破坏性测量。由于不需要校准标定和事先的样品制备,测量工作可在实验室或现场完成。此外,该设备在各种温度的和环境光照条件下均可进行简单、快速、无损测量叶片中的叶绿素、多酚以及花青素。
摘要:作物叶绿素含量的实时、无损及快速的监测,对及时掌握作物的胁迫状况、营养水平及环境适应性,进而对农田管理进行科学指导具有重要的意义。该研究论证是否可以通过Dualex氮平衡指数测量仪构建通用的叶绿素含量估算模型,以期实现叶绿素含量的快速及无损监测和估算。结果表明:1)Dualex估测叶绿素质量分数(Chl-M)和单位面积的叶绿素质量(Chl-S)具有较好的精度(决定系数R2分别为0.77和0.88),与SPAD叶绿素仪的估算模型(R2分别为0.66和0.79)相比,模型精度更高;2)Dualex估测Chl-S的精度明显高于Dualex对Chl-M的估测精度,Dualex与Chl-M的关系需要考虑叶片厚度的影响,而Dualex与Chl-S的线性关系更加一致;3)构建的Chl-S通用模型的R2,均方根误差和标准均方根误差分别为0.88,4.80 mg/dm2和8.33%,模型的精度较高,并且通用模型的数据范围为12.2~105.6 mg/dm2,较大的数据范围适用于冬小麦和玉米各关键生育期Chl-S的估算。该研究为Dualex实现冬小麦和玉米叶绿素含量监测和估算提供校准模型,为及时了解作物养分状况及作物营养诊断提供了参考。
关键词:叶绿素;模型;作物;Dualex;SPAD;冬小麦;玉米
Abstract: Real-time non-destructive and quick estimation of leaf chlorophyll content can provide important information about plant stress, nutritional state and relationships between plants and their environment, and therefore will be of great significance in agriculture field management. In this study, 2 hand-held chlorophyll absorbance meters, Dualex 4 and SPAD-502, for relative chlorophyll content, and standard chemical method by the spectrophotometric for absolute chlorophyll content in wheat and maize were used for analyzing the relationships between relative chlorophyll content and absolute chlorophyll content. The absolute chlorophyll content can be expressed in terms of chlorophyll mass per leaf mass (Chl-M, mg/g) and chlorophyll mass per leaf square (Chl-S, mg/dm2). The objective of this study was to establish chlorophyll content models, Chl-M model and Chl-S model, and evaluate whether these models could be as general models for estimating leaf chlorophyll content. Four field experiments were carried out, including 2 experiments with 3 winter wheat cultivars during the growing season from 2014 to 2015 and 2 experiments with 3 maize cultivars during the growing seasons in 2013 and 2015. Time-course measurements were taken on relative chlorophyll content and absolute chlorophyll content. Linear regression analyses between relative chlorophyll content (Dualex value or SPAD value) and absolute chlorophyll content (Chl-M or Chl-S) were conducted. Three statistical indicators including determination coefficient (R2), root mean square error (RMSE) and normalized root mean square error (nRMSE) were employed to evaluate the performance of each model. The results showed that the performances of Chl-M and Chl-S model using Dualex (R2 values of 0.77 and 0.88, respectively) were better than those using SPAD (R2 values of 0.66 and 0.79, respectively). Chl-S models using Dualex at each growing stage were superior to Chl-M models. The relationship between Chl-M and Dualex values at each growing stage should consider the influence of leaf thickness. A strong relationship between Chl-S and Dualex values was demonstrated, with the R2 value of each Chl-S model ranging from 0.87 to 0.97 and the nRMSE value lower than 10%. The general model of Chl-S demonstrated a high performance, with the R2, RMSE, and nRMSE of 0.88, 4.80 mg/dm2, and 8.33%, respectively. The range of Chl-S was from 12.2 to 105.6 mg/dm2, and could be applied at any growing stage for winter wheat and maize. Therefore, this study proposes a consensus equation for the transformation of Dualex into leaf chlorophyll content of winter wheat and maize, achieves the real-time and non-destructive estimation of chlorophyll content, and provides theoretical basis and technical support for the acquisition of crop nutritional state and the field decision-making.
Key words:chlorophyll; models; crops; Dualex; SPAD; winter wheat; maize
相关阅读
PESSL便携式便携式植物多酚-叶绿素仪原理
Dualex植物多酚-叶绿素仪:腐殖酸通过铁依赖和非铁依赖的协同机制缓解禾本科植物的铁失绿症
Dualex植物多酚-叶绿素仪:硝化抑制剂和/或间作效应下玉米(和小麦灌溉种植系统中的硝酸盐淋失
Dualex植物多酚-叶绿素仪:与保持绿色表达相关的叶片和冠层性状与对水分胁迫具有不同耐性的小麦基因型的产量构成密切相关
Dualex植物多酚-叶绿素仪:基于地面和智能传感器的冬小麦营养营养仪
Dualex植物多酚-叶绿素仪:增加角质层蜡沉积不会改变残余叶片蒸腾作用
Dualex植物多酚-叶绿素仪--氮平衡指数:不同生物刺激剂对水培生菜的效果比较
Dualex植物多酚-叶绿素仪:固体消化物和葡萄园冬季修剪堆肥替代苗圃中微繁殖高丛蓝莓生长基质中的泥炭研究
Dualex植物多酚-叶绿素仪:不同灌溉制度下根际细菌和藻类对金盏草生理生化指标的影响
Dualex植物多酚-叶绿素仪:Sentinel-2A与近端传感器数据协同提取水稻不同生育期生化参数
Dualex植物多酚-叶绿素仪:三种便携式光学传感器在冬小麦氮素状况无损诊断中的应用
Dualex植物多酚-叶绿素仪:基于微碳技术(MCT®)的肥料对土壤和辣椒生长室和田间培养的生物刺激效应
Dualex植物多酚-叶绿素仪:根际细菌在减轻大豆干旱胁迫中的作用
Dualex植物多酚-叶绿素仪:不同辐射组分下水分亏缺对苹果幼苗生长的影响
Dualex植物多酚-叶绿素仪:不同的非生物光谱途径揭示了不同物种的病原体应激信号
Dualex植物多酚-叶绿素仪:用于在田间估算葡萄叶片氮状况的反射指数和手持设备的性能
Dualex植物多酚-叶绿素仪:短期采前补充UV-B可提高罗勒叶片贮藏期间的多酚含量和抗氧化能力
Dualex植物多酚-叶绿素仪:基于图像处理技术的5种红树林叶片形态特征及叶绿素相对含量的估测
Dualex植物多酚-叶绿素仪:利用叶片荧光传感器估算玉米各生育期植株氮浓度
Dualex植物多酚-叶绿素仪:便携式叶绿素仪测量作物叶片叶绿素浓度的评估
Dualex植物多酚-叶绿素仪:从高光谱图像和SIF反演估算辐射传输Vcmax来评估雨养和灌溉植物表型试验中的光合性能
Dualex植物多酚-叶绿素仪:单金属和双金属植物纳米颗粒对Mezquit生理状态的影响
Dualex植物多酚-叶绿素仪:LED照明剂量对tatsoi光合指标的影响
Dualex植物多酚-叶绿素仪:利用Dualex非破坏性测量确定不同甜樱桃园的覆盖下光有效性™
Dualex植物多酚-叶绿素仪:硅在渗透胁迫下介导两种不同番茄基因型差异耐逆反应中的调节作用
Dualex植物多酚-叶绿素仪:用非破坏性荧光传感器监测两个苹果品种对供水条件的生理生化反应
Dualex植物多酚-叶绿素仪:从Sentinel-2光谱带反演冠层叶绿素含量以估算冬小麦集约种植系统的氮素吸收
Dualex植物多酚-叶绿素仪:胚胎大小作为种子捕食耐受性性状:胚胎受损种子对植株再生的贡献
Dualex植物多酚-叶绿素仪:基于叶片荧光和黄酮含量的马铃薯作物氮素状况评估光学指标的比较
Dualex植物多酚-叶绿素仪:四倍体柑橘砧木提高普通克莱门汀(柑橘克莱门汀)低温胁迫耐受能力
Dualex植物多酚-叶绿素仪:具有高镉适应性的入侵草的叶片功能特性
Dualex植物多酚-叶绿素仪:几种内生细菌对鼠尾草幼苗生长和生理性状的影响
Dualex植物多酚-叶绿素仪:利用多角度遥感校正冠层结构效应估算小麦叶片氮和叶绿素含量
Dualex植物多酚-叶绿素仪:野生矮灌木蓝莓氮素状况的快速诊断
Dualex植物多酚-叶绿素仪:基于无人机的大豆FVC、LCC和成熟度遥感监测
Dualex植物多酚-叶绿素仪:应用形态学和生物化学标记评价两种园林植物的干旱响应
Dualex植物多酚-叶绿素仪:温度、浇水制度和脱落酸对番茄幼苗生长发育的个体和交互生态生理效应
Dualex植物多酚-叶绿素仪:对硬粒小麦灌浆期间光合器官的分析表明,穗是一个耐水胁迫的器官,花序梗是最大的初级代谢产物库
Dualex植物多酚-叶绿素仪:短日紫外线照射下1-氨基环丙烷-1-羧酸合成酶和氧化酶基因家族在番茄叶片和根中的差异表达