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Spatial Distribution of Grassland Fires at the Regional Scale Based on the MODIS Active Fire Products

机译:基于mODIs主动火灾产品的区域尺度草地火灾空间分布

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摘要

Grassland fires are major disturbances to ecosystems and economies around the world. Therefore, research on the spatial patterns of grassland fires is important for understanding the dynamics of fire occurrence and providing evidence for fire prevention and management. One of the problems in grassland fire risk analysis is that historically observed fire data are generally in the point format, with imprecise positions, whereas other influencing factors are often expressed in continuous areal units. To minimize the influences of inaccurate locations and grid size, kernel density estimation, a non-parametric statistical method for estimating probability densities, can be used to produce density estimates. This method has been widely used to convert historical fire data into continuous surfaces. In this study, kernel density estimation was applied to grassland fireevents in the eastern Inner Mongolia of China, based on Moderate Resolution Imaging Spectroradiometer (MODIS) Terra and Aqua daily active fire data from 2001 to 2014. The bandwidth choice was based on the mean random distance method. Annual and seasonal kernel density maps were produced, showing that the spatial patterns of grassland fire events remained temporally consistent. These results were used to create grassland fire risk zones on the basis ofthe mean density values in the study area. Grassland fire prevention and planning may focus on high-risk areas identified using this method.
机译:草原大火是对全球生态系统和经济的重大干扰。因此,研究草原火灾的空间格局对于理解火灾发生的动力学规律,为火灾的预防和管理提供依据具有重要意义。草原火灾风险分析中的问题之一是,历史上观察到的火灾数据通常采用点格式,位置不精确,而其他影响因素通常以连续的面积单位表示。为了最小化不准确位置和网格大小的影响,可以使用核密度估计(一种用于估计概率密度的非参数统计方法)来产生密度估计。该方法已被广泛用于将历史火灾数据转换为连续表面。在这项研究中,基于中度分辨率成像光谱仪(MODIS)2001年至2014年每天的活跃火数据,将内核密度估计应用于中国内蒙古东部的草原火灾事件。带宽选择基于均值随机距离法。绘制了年度和季节性内核密度图,表明草原火灾事件的空间格局在时间上保持一致。这些结果用于根据研究区域的平均密度值创建草地火灾危险区。草原防火和规划可能集中在使用此方法确定的高风险区域。

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