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Evolutionary-Statistical System: A parallel method for improving forest fire spread prediction

机译:进化统计系统:一种改进森林火灾蔓延预测的并行方法

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摘要

Fighting fires is a very risky job, where loss of life is a real possibility. Proper training is essential. Several firemen academies offer courses and programs whose goal is to enhance the ability of fire and emergency services to deal more effectively with fire. Among the tools that can be found in the training process are fire simulators, which are used both for training and for the prediction of forest fires. In many cases, the used simulators are based on models that present a series of limitations related to the need for a large number of input parameters. Moreover, such parameters often have some degree of uncertainty due to the impossibility of measuring all of them in real time. Therefore, they have to be estimated from indirect measurements, which negatively impacts on the output of the model. In this paper we present a method which combines Statistical Analysis with Parallel Evolutionary Algorithms to improve the quality of the model output.
机译:扑救大火是非常危险的工作,有可能造成生命损失。适当的培训至关重要。一些消防员学院提供的课程和计划的目的是增强消防和应急服务的能力,以更有效地扑灭火灾。在培训过程中可以找到的工具中包括火灾模拟器,它既可以用于培训也可以用于森林火灾的预测。在许多情况下,所使用的仿真器基于模型,这些模型存在一系列与大量输入参数需求相关的限制。此外,由于不可能实时测量所有这些参数,因此这些参数通常具有一定程度的不确定性。因此,必须通过间接测量来估计它们,这会对模型的输出产生负面影响。在本文中,我们提出了一种将统计分析与并行进化算法相结合的方法,以提高模型输出的质量。

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  • 来源
    《Journal of computational science》 |2015年第1期|58-66|共9页
  • 作者单位

    Laboratorio de Investigacion en Computo Paralelo/Distribuido (LICPaD), Departamento de Ingenieria en Sistemas de Informacion, Facultad Regional Mendoza - Universidad Tecnologica Nacional, M5502AJE Mendoza, Argentina;

    Laboratorio de Investigacion en Computo Paralelo/Distribuido (LICPaD), Departamento de Ingenieria en Sistemas de Informacion, Facultad Regional Mendoza - Universidad Tecnologica Nacional, M5502AJE Mendoza, Argentina,Consejo Nacional de Investigacions Cientificas y Tecnicas (CONICET), Argentina;

    Laboratorio de Investigacion en Computo Paralelo/Distribuido (LICPaD), Departamento de Ingenieria en Sistemas de Informacion, Facultad Regional Mendoza - Universidad Tecnologica Nacional, M5502AJE Mendoza, Argentina,Consejo Nacional de Investigacions Cientificas y Tecnicas (CONICET), Argentina;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Parallel Evolutionary Algorithm; Statistical System; Forest fire prediction; High performance computing; Parallel processing;

    机译:并行进化算法;统计系统;森林火灾预测;高性能计算;并行处理;

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