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Mapping the risk of forest fires in Peru’s Amazon and Andean forest regions using the AdaBoost algorithm and Geographic Information Systems

机译:使用Adaboost算法和地理信息系统绘制秘鲁亚马逊和Andean森林地区森林火灾的风险

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The use of fires represents one of the principal methods to convert tropical forest ecosystems into other land-uses. To better target forest fire management and regulation policies, a better understanding of the areas prone to forest fires is needed. This study focuses on forest fires in the Peruvian Amazon and tropical Andes regions. First, the areas where forest fires are most prevalent are identified using Kernel Density Analysis. Second, the risk on fire within two forest fire hotspot locations is assessed using the AdaBoost algorithm. The results of this study show that forest fire is most extensive in the departments of Ucayali/Huánuco and San Martín. Furthermore, forest fire risk maps show that most of the highly to very highly susceptible areas in Ucayali/Huánuco are clustered within a single region, while in San Martín, susceptible areas are more widely scattered throughout the department. The fire risk maps generated in this study could contribute to forest fire management and research efforts in the Peruvian Amazon and tropical Andes regions.
机译:火灾的使用代表了将热带森林生态系统转化为其他土地用途的主要方法之一。为了更好的目标森林火灾管理和监管政策,需要更好地了解容易森林火灾的地区。本研究重点介绍秘鲁亚马逊和热带地区的森林火灾。首先,使用核密度分析识别森林火灾最普遍的区域。其次,使用Adaboost算法评估两个森林火灾热点位置的火灾风险。该研究的结果表明,森林火灾在UCAYALI /HUÁUCOCO和SAN MARTYN部门中最广泛。此外,森林火灾风险地图表明,Ucayali /Huánuco的大部分高度高度易感地区在一个区域内聚集在一个地区,而在圣马特恩,易感地区遍布整个部门。本研究中产生的火灾风险地图可能有助于森林火灾管理和秘鲁亚马逊和热带地区的研究努力。

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