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Forest fire scar detection in the boreal forest with multitemporal SPOT-VEGETATION data

机译:利用多时相SPOT-VEGETATION数据检测北方森林的森林火灾疤痕

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Disturbance events, such as fire, have a major impact on boreal forest dynamics, succession, and the global carbon cycle. Methods using satellite imagery are well established for detecting forest fires in real time and mapping the burned area (fire scars) within one year of the fire. This paper focuses on the detection of older fire disturbance-regeneration patterns in the boreal forests of Canada. Previous work found that shortwave-infrared image segmentation proved particularly good at creating uniform regions that were easy to associate with fire scars. Our findings suggest it is possible to detect fire scars up to ten years old using SPOT-VEGETATION data from a single year and that the use of a vegetation index based on near- and shortwave-infrared reflectance is critical to this success. We demonstrate how the use of short-term multitemporal imagery can enhance segmentation results and present a threshold-based procedure for a posteriori identification of fire scar segments. The resulting fire scar probability map showed a good correspondence with records of fire scars mapped by the Canadian Forest Service for 1980-1992 and "hot spots" from the FireM3 Information System for 1994-1998.
机译:火灾等干扰事件对北方森林动态,演替以及全球碳循环具有重大影响。建立了使用卫星图像的方法,可以实时检测森林火灾并在火灾发生后的一年内绘制燃烧区域(火伤痕迹)的地图。本文着重于检测加拿大北方森林中较旧的火灾干扰再生模式。先前的工作发现,短波红外图像分割被证明在创建易于与火痕相关的均匀区域方面特别有用。我们的发现表明,可以使用一年中的SPOT-VEGETATION数据检测出长达10年的火伤痕迹,并且基于近红外和短波红外反射率的植被指数的使用对于这一成功至关重要。我们演示了如何使用短期多时相影像来增强分割结果,并提出基于阈值的程序来对火疤痕进行后验鉴定。生成的火灾疤痕概率图与1980-1992年加拿大森林服务局绘制的火灾疤痕记录以及1994-1998年FireM3信息系统中的“热点”记录显示出良好的对应关系。

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