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首页> 外文期刊>Remote Sensing of Environment: An Interdisciplinary Journal >Seasonal stability of chlorophyll fluorescence quantified from airborne hyperspectral imagery as an indicator of net photosynthesis in the context of precision agriculture
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Seasonal stability of chlorophyll fluorescence quantified from airborne hyperspectral imagery as an indicator of net photosynthesis in the context of precision agriculture

机译:从机载高光谱图像量化的叶绿素荧光的季节稳定性,作为精密农业中净光合作用的指标

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摘要

The seasonal stability of solar-induced chlorophyll fluorescence (SIF) vs field-measured leaf CO2 assimilation (A) was assessed over a period of 2 years by means of airborne flights performed at midday and diurnally over a citrus (evergreen) crop canopy. The orchard was cultivated under a control treatment (ET) that received 100% of its water requirements and two regulated deficit irrigation (RDI) treatments with water supply reduced to 37% and 50% of the control level during the summer. Field measurements consisted of assimilation rate, stomata( conductance, stem water potential, leaf fluorescence and leaf reflectance. The airborne campaigns took place in 2012 and 2013, and were flown on the solar plane in order to acquire hyperspectral imagery at 40 cm resolution, 260 spectral bands and 1.85 nm/pixels in the 400-885 nm spectral region. A thermal camera was installed in tandem in all flights, acquiring imagery in the 7.5-13 mu m spectral region at 640 x 480 pixel resolution, yielding a 50 cm pixel size. The robustness of the SIF quantification through the Fraunhofer Line Depth (FLD) principle based on three spectral bands (FLD3), as well as the performance of physiological and structural hyperspectral indices, was evaluated in order to understand their ability to track photosynthesis at different phenological and stress stages throughout the season. Solar induced fluorescence quantified as FLD3 was the most robust indicator of photosynthesis in all the airborne campaigns performed in the course of the two-year experiment, which comprised seven midday flights and two diurnals. The relationships between fluorescence (FLD3) and assimilation rates yielded correlation coefficients (R) between 0.64 and 0.82 across all dates, these being statistically significant with p-values between p < 0.05 and p < 0.0001. Fluorescence retrievals performed better than structural and physiological indices, with the structural MTVI1 index being the only other statistically significant indicator throughout the season, although it yielded lower levels of significance than FLD3. A normalization strategy proposed for SIF FLD3 for all dates using control (ET) trees on each flight date as a reference permitted the generation of a single relationship between FLD3 normalized (FLDn) and assimilation rates for the entire year, both at tree (r(2) = 0.5; p < 0.0001) and treatment level (r(2) = 0.72; p < 0.0001), a strategy that confirmed the ability of seasonal SIF retrievals to track photosynthesis from broader resolution hyperspectral imagery (i.e. spectral resolution 1-5 nm full-width at half maximum (FWHM)) for applications in the context of precision agriculture and crop-monitoring studies. (C) 2016 Elsevier Inc. All rights reserved.
机译:通过在中午和每天在柑橘(常绿)作物冠层上进行的空中飞行,评估了太阳诱导的叶绿素荧光(SIF)与现场测量的叶片CO2同化(A)在2年内的季节性稳定性。果园是在对照处理(ET)的条件下种植的,该处理获得100%的需水量,并在夏季进行了两种节水灌溉(RDI)处理,供水量分别降至对照水平的37%和50%。野外测量包括同化率,气孔(电导率,茎水势,叶片荧光和叶片反射率)空中运动于2012年和2013年进行,并在太阳平面上飞行以获取40 cm分辨率,260的高光谱图像光谱带和1.85 nm /像素(在400-885 nm光谱范围内),并在所有飞行中串联安装热像仪,以640 x 480像素分辨率在7.5-13μm光谱范围内采集图像,从而得到50 cm像素通过基于三个光谱带(FLD3)的弗劳恩霍夫线深度(FLD)原理对SIF定量的鲁棒性以及生理和结构高光谱指数的性能进行了评估,以了解它们在以下位置跟踪光合作用的能力在整个季节中,在不同的物候期和胁迫阶段。太阳诱导的荧光定量为FLD3是所有空降营地中光合作用的最强指标gns在为期两年的实验过程中进行,包括七个中午飞行和两个昼夜。荧光(FLD3)与同化率之间的关系在所有日期中产生的相关系数(R)在0.64和0.82之间,在p值介于p <0.05和p <0.0001之间时,具有统计学意义。荧光检索的性能优于结构和生理指标,尽管整个MTVI1指标的显着性水平低于FLD3,但它是整个季节中唯一的其他统计学上显着的指标。针对每个日期的SIF FLD3提出的归一化策略,以每个飞行日期的对照(ET)树为参考,允许在树上(r( 2)= 0.5; p <0.0001)和治疗水平(r(2)= 0.72; p <0.0001),该策略证实了季节性SIF检索具有从更高分辨率的高光谱图像(即光谱分辨率1-5)跟踪光合作用的能力半高全宽(FWHM)),用于精确农业和作物监测研究。 (C)2016 Elsevier Inc.保留所有权利。

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