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Sun-induced chlorophyll fluorescence and photochemical reflectance index improve remote-sensing gross primary production estimates under varying nutrient availability in a typical Mediterranean savanna ecosystem

机译:Sun诱导的叶绿素荧光和光化学反射率指数改善了典型地中海大草原生态系统中不同营养可用性下的遥感总初级生产估计

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This study investigates theperformances of different optical indices to estimate gross primaryproduction (GPP) of herbaceous stratum in a Mediterranean savanna withdifferent nitrogen (N) and phosphorous (P) availability. Sun-inducedchlorophyll fluorescence yield computed at 760 nm (Fy760),scaled photochemical reflectance index (sPRI), MERIS terrestrial-chlorophyllindex (MTCI) and normalized difference vegetation index (NDVI) were computedfrom near-surface field spectroscopy measurements collected using highspectral resolution spectrometers covering the visible near-infrared regions.GPP was measured using canopy chambers on the same locations sampled by thespectrometers. We tested whether light-use efficiency (LUE) models driven byremote-sensing quantities (RSMs) can better track changes in GPP caused bynutrient supplies compared to those driven exclusively by meteorological data(MM). Particularly, we compared the performances of different RSMformulations – relying on the use of Fy760 or sPRI as a proxy for LUE and NDVIor MTCI as a fraction of absorbed photosynthetically active radiation (fAPAR)– with those of classical MM.Results showed higher GPP in the N-fertilized experimental plots during thegrowing period. These differences in GPP disappeared in the drying periodwhen senescence effects masked out potential differences due to plant Ncontent. Consequently, although MTCI was closely related to the mean of plantN content across treatments (r2 = 0.86, p < 0.01), it was poorly relatedto GPP (r2 = 0.45, p < 0.05). On the contrary sPRI and Fy760 correlatedwell with GPP during the whole measurement period. Results revealed that therelationship between GPP and Fy760 is not unique across treatments, but it isaffected by N availability. Results from a cross-validation analysis showedthat MM (AICcv = 127, MEcv = 0.879) outperformed RSM(AICcv =140, MEcv = 0.8737) when soil moisture was usedto constrain the seasonal dynamic of LUE. However, residual analysesdemonstrated that GPP predictions with MM are inaccurate whenever no climaticvariable explicitly reveals nutrient-related changes in the LUE parameter.These results suggest that RSM is a valuable means to diagnosenutrient-induced effects on the photosynthetic activity.
机译:本研究研究了不同光学指标的可行性,以估计地中海稻草遗骸(N)和磷(P)可用性的地中海大草原中草本层的总经理(GPP)。在760nm(FY760),缩放光化学反射率指数(SPRI),MERIS陆生 - 叶绿素(MTCI)和归一化差异植被指数(NDVI)计算的阳光诱导氯化荧光产率在使用高光谱分辨率光谱测量仪覆盖的近表面场光谱测量测量可见的近红外区域。使用电阻室在不同的位置上采样的遮篷腔室测量。我们测试了光使用效率(Lue)模型是否驱动ByRemote感测量(RSMS),可以更好地跟踪GPP的变化导致Butrient耗材相比,与流气象数据(mm)驱动。特别是,我们比较了不同RSMFormulations的性能 - 依赖于使用FY760或SPRI作为Lue和NdViorMTCI的代理,作为吸收的光合作用辐射( F APAR)的一部分 - 与古典MM。 结果在本次时期的N-受精实验图中显示出更高的GPP。随着植物NContent由于植物而掩盖了潜在差异,GPP的这些差异消失了。因此,虽然MTCI与治疗的植物含量的平均值密切相关( R r> 2 = 0.86,但P P <0.01),但它很差相关GPP( R 2 = 0.45, p <0.05)。在相反的SPRI和FY760上,在整个测量期间与GPP相关联。结果表明,GPP和FY760之间的相关性在治疗中并不是独特的,但它受到了N可用性的影响。交叉验证分析结果显示,MM(AIC CV = 127,ME CV = 0.879)优于RSM(AIC CV = 140 cv = 0.8737)当土壤水分被使用时限制季节性动态。然而,残留的analyseSeseSessstration认为,无论何时没有气候可变明确明确明确揭示Lue参数中的营养相关变化,MM的GPP预测都是不准确的。结果表明RSM是诊断术诱导对光合活动的效果的有价值手段。

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