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首页> 外文期刊>Remote Sensing of Environment: An Interdisciplinary Journal >Strengths and weaknesses of MODIS hotspots to characterize global fire occurrence
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Strengths and weaknesses of MODIS hotspots to characterize global fire occurrence

机译:MODIS热点的优点和缺点可用来描述全球火灾的发生

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MODIS fire hotspots have been widely used to study fire occurrence at a global scale as they provide highly relevant information on fire events, on their spatial and seasonal trends. Nevertheless, they present some difficulties to estimate the actual magnitude of fire activity, as the relations between active fires and burned areas are not constant in space and time. Some previous studies have demonstrated that the total burned area can be estimated from the number of hotspots using regional models, but relations were established with coarse resolution data. We present in this paper a more detailed study on the relations between MODIS hotspots and burned areas, as extracted from Landsat images, which are commonly considered as reference data for validation of global burned area products. The comparison has been conducted in nine study regions with significant fire activity and in a sample of sites with low fire occurrence. Our results show that MODIS hotspots are very reliable to detect true burned areas, with only 1.8% of them not associated to actual burned patches, except for urban areas where very high commission errors were observed. On the contrary, the number of burned patches not detected by MODIS hotspots was found relatively high considering all fires (36-86%), decreasing for burn patches with a larger size (0-20% for burned patches larger than 500. ha) and for areas with a lower grassland and shrubland cover. A linear relationship between the number of hotspots and the total burned area was observed within each study area. However, the slope of the regression varied strongly between study sites. It was observed that sites with a larger proportion of grass and shrub cover had a larger mean burned area associated to each hotspot. The results presented in this study improve the understanding of the spatial variability and characteristics of the hotspots and should help to use the hotspots in future research.
机译:MODIS火灾热点因其提供了有关火灾事件,其空间和季节趋势的高度相关信息,因此已被广泛用于全球范围内的火灾研究。然而,由于活跃的火灾和燃烧的区域之间的关系在空间和时间上不是恒定的,因此,他们在估算实际火灾活动强度方面存在一些困难。先前的一些研究表明,可以使用区域模型从热点的数量来估计总燃烧面积,但是使用粗分辨率数据可以建立关系。我们在本文中对从Landsat图像中提取的MODIS热点与燃烧区域之间的关系进行了更详细的研究,这些图像通常被视为验证全球燃烧区域产品的参考数据。比较是在9个火灾明显的研究区域和火灾少的地点进行的。我们的结果表明,MODIS热点对于检测真实的燃烧区域非常可靠,只有1.8%的区域与实际的燃烧斑块无关,除了观察到很高佣金错误的城市区域。相反,考虑到所有火灾(36-86%),发现MODIS热点未检测到的已燃烧补丁的数量相对较高,对于较大尺寸的燃烧补丁,数量减少了(对于大于500.ha的燃烧补丁,为0-20%公顷)。以及草原和灌木丛较低的地区。在每个研究区域内观察到热点数与总燃烧面积之间的线性关系。但是,回归斜率在研究地点之间差异很大。据观察,草皮和灌木覆盖比例较大的地点的平均热点面积与每个热点相关。这项研究提出的结果增进了对热点的空间变异性和特征的理解,并应有助于在将来的研究中使用热点。

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