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Quantification of MODIS fire radiative power (FRP) measurement uncertainty for use in satellite-based active fire characterization and biomass burning estimation

机译:MODIS火辐射功率(FRP)测量不确定度的量化,用于基于卫星的主动火表征和生物质燃烧估算

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Satellite measurements of fire radiative power (FRP) are increasingly used to estimate the contribution of biomass burning to local and global carbon budgets. Without an associated uncertainty, however, FRP-based biomass burning estimates cannot be confidently compared across space and time, or against estimates derived from alternative methodologies. This work addresses this issue and quantifies the precision of Moderate Resolution Imaging Spectroradiometer (MODIS) measurements of FRP by collecting duplicate, off-nadir, overlapping observations of the same fires. Differences in the per-pixel FRP measured near-simultaneously in consecutive MODIS scans are approximately normally distributed with a standard deviation (ση) of 26.6%. Simulations demonstrate that this uncertainty decreases to less than ~5% (at ±1 σ_η) for aggregations larger than ~50 MODIS active fire pixels. Although FRP uncertainties limit the confidence in flux estimates on a per-pixel basis, the sensitivity of biomass burning estimates to FRP uncertainties can be mitigated by conducting inventories at coarser spatiotemporal resolutions.
机译:卫星对火辐射功率(FRP)的测量越来越多地用于估算生物质燃烧对本地和全球碳预算的贡献。但是,如果没有相关的不确定性,就无法自信地比较基于FRP的生物质燃烧估计值的时空或与其他方法得出的估计值。这项工作解决了这个问题,并通过收集相同火势的重复,最低点,重叠观测值来量化FRP的中等分辨率成像光谱仪(MODIS)的测量精度。在连续的MODIS扫描中几乎同时测量的每像素FRP的差异近似正态分布,标准偏差(ση)为26.6%。仿真表明,对于大于约50个MODIS有效火象素的聚集,该不确定性减小至小于5%(在±1σ_η下)。尽管FRP不确定性限制了每个像素对通量估算的置信度,但是可以通过在较粗糙的时空分辨率下进行清单来减轻生物质燃烧估算对FRP不确定性的敏感性。

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