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Impact of Weather Covariates on Wildfire in Tanjung Puting National Park

机译:天气协变量对丹戎放置国家公园野火的影响

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This paper explores wildfire modeling based on meteorological variables for Tanjung Puting National Park, located on the island of Borneo. A separable model is developed for predicting daily wildfire burn area using variables such as temperature, sea level pressure, humidity, precipitation, visibility, and wind speed. Each component in the model is estimated using kernel smoothing and maximum likelihood methods. The data are shown to be largely compatible with the separable model, suggesting that the relationship between wildfire burn area and any of these weather variables in particular does not appear to change significantly depending on the values of the other weather variables. The analysis appears to confirm the findings of previous studies on wildfire in Southern California which indicate that wildfire hazard may be suitably estimated using a simple multiplicative model where the impact of each weather covariate is estimated separately.
机译:本文探讨了基于气象变量的野火建模,该模型位于婆罗洲岛上的丹戎Put丁国家公园。开发了一个可分离模型,用于使用温度,海平面压力,湿度,降水,能见度和风速等变量来预测每日野火燃烧面积。使用内核平滑和最大似然方法估计模型中的每个组件。数据显示与可分离模型在很大程度上兼容,这表明野火燃烧面积与这些天气变量中的任何一个之间的关系似乎并没有显着变化,这取决于其他天气变量的值。该分析似乎证实了先前在南加州进行的野火研究的结果,该研究表明,可以使用简单的乘法模型适当地估计野火危害,其中分别估算每个天气协变量的影响。

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