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A Fire Simulation Model for Heterogeneous Environments Using the Level Set Method.

机译:使用级别集方法的异构环境火灾模拟模型。

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摘要

Wildfire hazard and its destructive consequences have become a growing issue around the world especially in the context of global warming. An effective and efficient fire simulation model will make it possible to predict the fire spread and assist firefighters in the process of controlling the damage and containing the fire area. Simulating wildfire spread remains challenging due to the complexity of fire behaviors. The raster-based method and the vector-based method are two major approaches that allow one to perform computerized fire spread simulation. In this thesis, we present a scheme we have developed that utilizes a level set method to build a fire spread simulation model. The scheme applies the strengths and overcomes some of the shortcomings of the two major types of simulation method. We store fire data and local rules at cells. Instead of calculating which are the next ignition points cell by cell, we apply Huygens' principle and elliptical spread assumption to calculate the direction and distance of the expanding fire by the level set method. The advantage to storing data at cells is that it makes our simulation model more suitable for heterogeneous fuel and complex topographic environment. Using a level set method for our simulation model makes it possible to overcome the crossover problem. Another strength of the level set method is its continuous data processing. Applying the level set method in the simulation models, we need fewer vector points than raster cells to produce a more realistic fire shape. We demonstrate this fire simulation model through two implementations using narrow band level set method and fast marching method. The simulated results are compared to the real fire image data generated from Troy and Colina fires. The simulation data are then studied and compared. The ultimate goal is to apply this simulation model to the broader picture to better predict different types of fires such as crown fire, spotting fires, etc.
机译:野火危害及其破坏性后果已成为世界范围内日益严重的问题,尤其是在全球变暖的情况下。有效而高效的火灾模拟模型将可以预测火势蔓延,并在控制损失和控制火区的过程中协助消防员。由于火灾行为的复杂性,模拟野火蔓延仍然具有挑战性。基于栅格的方法和基于矢量的方法是允许人们执行计算机化的火势蔓延模拟的两种主要方法。在本文中,我们提出了一种利用水平集方法建立火势蔓延模拟模型的方案。该方案发挥了优势,并克服了两种主要类型的仿真方法的一些缺点。我们在单元存储火灾数据和本地规则。我们不用逐个单元地计算出下一个点火点,而是应用惠更斯原理和椭圆散布假设,通过水平集方法来计算膨胀火的方向和距离。在单元中存储数据的优势在于,它使我们的仿真模型更适合于异构燃料和复杂的地形环境。对我们的仿真模型使用水平集方法可以克服交叉问题。水平设置方法的另一个优势是其连续的数据处理。在仿真模型中应用水平集方法,与光栅像元相比,我们需要更少的矢量点来生成更逼真的火形状。我们通过使用窄带电平集方法和快速行进方法的两种实现方式演示了这种火灾模拟模型。将模拟结果与从Troy和Colina火灾生成的真实火灾图像数据进行比较。然后研究并比较仿真数据。最终目标是将此模拟模型应用于更广泛的图片,以更好地预测不同类型的火灾,例如冠状火灾,点状火灾等。

著录项

  • 作者

    Lo, Shin-en.;

  • 作者单位

    The Claremont Graduate University.;

  • 授予单位 The Claremont Graduate University.;
  • 学科 Applied Mathematics.
  • 学位 Ph.D.
  • 年度 2012
  • 页码 101 p.
  • 总页数 101
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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