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Estimation of Methaae Emission from Wetland with Sub-pixel Level Land Cover Characterization of Remotely Sensed Data

机译:利用遥感数据的亚像素级土地覆盖特征估算湿地甲胺排放量

摘要

[ABSTRACT] Methane has high global warming potential and its increase may give a serious impact to our future climate and environment. Since wetland is one of the major emission sources of methane estimation of methane emission requires precise characterization of wetland conditions in global or continental scale. This study examined a remote sensing method to estimate methane emission from extensive wetland areas. A scaling method between high spatial resolution data (SPOT HRV) and coarse resolution but wide coverage data (NOAA AVHRR) was investigated to extrapolate local information on land cover mixture condition in wetland from HRV to more extensive area through AVHRR, and to estimate wetland coverage area more precisely. First, in SPOT data, land cover types of the area was classified into four categories including vegetation, water, and two types of bogs which are sources of methane, and next AVHRR image density was statistically regressed with category mixture ratio derived from HRV pixels in each AVHRR pixel. This scaling model from regression analysis provides wetland coverage ratio in sub-pixel level only from AVHRR data. The method was applied to western Siberian wetland, and total emission of methane was calculated by multiplying estimated bog areas with unit emission rate of methane in each bog types.
机译:[摘要]甲烷具有很高的全球变暖潜能,其增加可能对我们未来的气候和环境产生严重影响。由于湿地是甲烷的主要排放源之一,因此估算甲烷排放量需要在全球或大陆范围内精确表征湿地条件。这项研究研究了一种遥感方法,以估算来自广阔湿地地区的甲烷排放量。研究了在高空间分辨率数据(SPOT HRV)和粗分辨率但覆盖率数据(NOAA AVHRR)之间进行缩放的方法,以通过AVHRR推断从HRV到更广阔区域的湿地土地覆盖状况的局部信息,并估算湿地覆盖率区域更精确。首先,在SPOT数据中,该地区的土地覆盖类型分为四类,包括植被,水和两种沼气,它们是甲烷的来源,然后使用源自HRV像素的类别混合比对AVHRR图像密度进行统计回归。每个AVHRR像素。来自回归分析的此缩放模型仅根据AVHRR数据提供了亚像素级别的湿地覆盖率。该方法应用于西伯利亚西部湿地,甲烷的总排放量是通过将估算的沼泽面积乘以每种沼泽类型的甲烷单位排放率来计算的。

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