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Analysis of Forest Fires by means of Pseudo Phase Plane and Multidimensional Scaling Methods

机译:伪阶段平面和多维缩放方法森林火灾分析

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Forest fires dynamics is often characterized by the absence of a characteristic length-scale, long range correlations in space and time, and long memory, which are features also associated with fractional order systems. In this paper a public domain forest fires catalogue, containing information of events for Portugal, covering the period from 1980 up to 2012, is tackled. The events are modelled as time series of Dirac impulses with amplitude proportional to the burnt area. The time series are viewed as the system output and are interpreted as a manifestation of the system dynamics. In the first phase we use the pseudo phase plane (PPP) technique to describe forest fires dynamics. In the second phase we use multidimensional scaling (MDS) visualization tools. The PPP allows the representation of forest fires dynamics in two-dimensional space, by taking time series representative of the phenomena. The MDS approach generates maps where objects that are perceived to be similar to each other are placed on the map forming clusters. The results are analysed in order to extract relationships among the data and to better understand forest fires behaviour.
机译:森林火灾动力量通常是由于不存在特征长度,空间和时间的长范围相关性,以及长存储器,它们是与分数阶系统相关联的特征。在本文中,一个公共领域森林火灾目录,包含葡萄牙活动的信息,涵盖1980年至2012年的时间,是解决的。该事件被建模为DIAC脉冲的时间序列,其幅度与烧焦区域成比例。时间序列被视为系统输出,并被解释为系统动态的表现。在第一阶段,我们使用伪相平面(PPP)技术来描述森林火灾动态。在第二阶段,我们使用多维缩放(MDS)可视化工具。通过参加现象的时间序列,PPP允许在二维空间中的森林火灾动态表示。 MDS方法生成映射,其中被感知彼此类似的物体被放置在地图形成簇上。分析结果以提取数据之间的关系,并更好地了解森林火灾行为。

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