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Methodology for High-Throughput Field Phenotyping of Canopy Temperature Using Airborne Thermography

机译:机载热成像技术对冠层温度高通量场表型的方法学

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摘要

Lower canopy temperature (CT), resulting from increased stomatal conductance, has been associated with increased yield in wheat. Historically, CT has been measured with hand-held infrared thermometers. Using the hand-held CT method on large field trials is problematic, mostly because measurements are confounded by temporal weather changes during the time required to measure all plots. The hand-held CT method is laborious and yet the resulting heritability low, thereby reducing confidence in selection in large scale breeding endeavors. We have developed a reliable and scalable crop phenotyping method for assessing CT in large field experiments. The method involves airborne thermography from a manned helicopter using a radiometrically-calibrated thermal camera. Thermal image data is acquired from large experiments in the order of seconds, thereby enabling simultaneous measurement of CT on potentially 1000s of plots. Effects of temporal weather variation when phenotyping large experiments using hand-held infrared thermometers are therefore reduced. The method is designed for cost-effective and large-scale use by the non-technical user and includes custom-developed software for data processing to obtain CT data on a single-plot basis for analysis. Broad-sense heritability was routinely >0.50, and as high as 0.79, for airborne thermography CT measured near anthesis on a wheat experiment comprising 768 plots of size 2 × 6 m. Image analysis based on the frequency distribution of temperature pixels to remove the possible influence of background soil did not improve broad-sense heritability. Total image acquisition and processing time was ca. 25 min and required only one person (excluding the helicopter pilot). The results indicate the potential to phenotype CT on large populations in genetics studies or for selection within a plant breeding program.
机译:气孔导度增加导致冠层温度降低(CT)与小麦增产有关。从历史上看,CT是用手持式红外测温仪测量的。在大型田间试验中使用手持式CT方法存在问题,主要是因为在测量所有地块所需的时间内,测量值会因时间变化而混淆。手持式CT方法费力,但遗传力却很低,从而降低了大规模育种选择的信心。我们已经开发出一种可靠且可扩展的农作物表型分析方法,用于在大田间实验中评估CT。该方法涉及使用辐射计校准的热像仪从有人驾驶直升机进行机载热成像。从大型实验中以秒为单位获取热图像数据,从而可以同时测量潜在的1000幅图上的CT。因此,减少了使用手持式红外温度计对大型实验进行表型化时的时间变化对天气的影响。该方法专为非技术用户经济高效地大规模使用而设计,包括用于数据处理的定制开发软件,可在单图的基础上获取CT数据进行分析。对于在768个大小为2×6 m的地块的小麦实验中,在接近花期的情况下测量的机载热成像CT,广义遗传力通常> 0.50,最高为0.79。基于温度像素的频率分布进行图像分析以消除背景土壤的可能影响并不能提高广义遗传力。总图像获取和处理时间约为25分钟,只需要一个人(直升机驾驶员除外)。结果表明,在遗传学研究中或在植物育种计划中进行选择时,有可能在大量种群上表现出CT型。

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