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首页> 外文期刊>Journal of Geophysical Research, D. Atmospheres: JGR >Uncertainty of annual net ecosystem productivity estimated using eddy covariance flux measurements
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Uncertainty of annual net ecosystem productivity estimated using eddy covariance flux measurements

机译:利用涡度协方差通量测量方法估算的年度净生态系统生产力的不确定性

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Eddy-covariance-based estimates of net ecosystem exchange are subject to various sources of systematic bias and random measurement uncertainty. Here we concentrate on the cumulative effect of random uncertainty on annual estimates of net ecosystem productivity of carbon (NEP). A 8-year data set of eddy covariance measurements over a mixed deciduous forest at the Morgan-Monroe State Forest (MMSF, Indiana, USA) was used, in conjunction with a 6-day period of paired observations with the AmeriFlux portable system, to evaluate two different approaches to estimate measurement system uncertainty, and an analogous method to estimate the uncertainty in a standard parametric model used to fill data gaps in the annual time series. The cumulative annual uncertainty was obtained by Monte Carlo simulation, separately for the observations and the model estimates. Our results indicate that the overall uncertainty of annual NEP is dominated by the contribution of the gap-filling model, even at relatively small gap fractions of 20%. The magnitude of random uncertainty in NEP varied between ±10–12 gC m?2 yr?1 (i.e., 3–4% of annual NEP at MMSF for years 1999–2006). Thus it must be expected that random uncertainty of eddy-covariance-based NEP is small compared to other potential sources of systematic bias, but we note that very little is known about the long-term cumulative covariate effects of systematic bias in the measured flux.
机译:基于涡度-协方差的净生态系统交换估计受制于系统偏差和随机测量不确定性的各种来源。在这里,我们集中于随机不确定性对碳净生态系统生产力(NEP)的年度估计的累积影响。使用8年期的Morgan-Monroe州立森林(MMSF,美国印第安纳州)混合落叶林的涡度协方差测量数据集,以及与AmeriFlux便携式系统进行的为期6天的配对观测,以得出以下结论:评估两种不同的方法来估计测量系统不确定性,以及一种类似的方法来估计用于填补年度时间序列中数据缺口的标准参数模型中的不确定性。累积年度不确定性通过蒙特卡洛模拟获得,分别用于观测和模型估计。我们的结果表明,即使在相对较小的20%缺口率下,年度NEP的总体不确定性也由缺口填补模型的贡献所决定。 NEP中随机不确定性的大小在±10–12 gC m?2 yr?1之间变化(即MMSF 1999-2006年年度NEP的3-4%)。因此,必须预料到,与其他潜在的系统偏差源相比,基于涡度协方差的NEP的随机不确定性很小,但是我们注意到,对系统通量在测量通量中的长期累积协变量影响知之甚少。

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