Firebrands Generated During WUI Fires: A Novel Framework for 3D Morphology Characterization

IF 2.3 3区 工程技术 Q2 ENGINEERING, MULTIDISCIPLINARY Fire Technology Pub Date : 2024-02-29 DOI:10.1007/s10694-023-01530-4
Nicolas Bouvet, Minhyeng Kim
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Abstract

The goal of the present work is to establish a framework for firebrand morphology characterization. Central to this framework is the development of a simple firebrand shape classification model using multi-dimensional particle shape descriptors. This classification model is built upon a series of synthetically generated 3D particles whose shapes and sizes are chosen to be representative of actual firebrands typically encountered during vegetative and structural fuel burns. Principal Component Analysis (PCA) is applied to the synthetic dataset and used to structure the classification model. The model is then verified using 3D digital representations of real-world particles (firebrands collected during tree burns and unburned bark pieces from oak trees). The classification model, which will allow meaningful comparisons of firebrand morphological features by shape class, is expected to be gradually refined as more datasets are made available throughout the Wildland–Urban Interface (WUI) fire research community.

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WUI 火灾期间产生的火带:三维形态特征描述的新框架
本研究的目标是建立一个火烧焰形态特征描述框架。该框架的核心是利用多维颗粒形状描述符开发一个简单的火烧迹形状分类模型。该分类模型建立在一系列合成生成的三维颗粒上,这些颗粒的形状和大小被选作植物和结构性燃料燃烧过程中通常会遇到的实际火烧迹的代表。主成分分析(PCA)适用于合成数据集,并用于构建分类模型。然后使用真实颗粒(树木燃烧时收集的火烧带和橡树上未燃烧的树皮碎片)的三维数字表示来验证模型。该分类模型可按形状类别对火烧迹形态特征进行有意义的比较,预计将随着更多数据集在整个荒地-城市界面(WUI)火灾研究领域的应用而逐步完善。
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来源期刊
Fire Technology
Fire Technology 工程技术-材料科学:综合
CiteScore
6.60
自引率
14.70%
发文量
137
审稿时长
7.5 months
期刊介绍: Fire Technology publishes original contributions, both theoretical and empirical, that contribute to the solution of problems in fire safety science and engineering. It is the leading journal in the field, publishing applied research dealing with the full range of actual and potential fire hazards facing humans and the environment. It covers the entire domain of fire safety science and engineering problems relevant in industrial, operational, cultural, and environmental applications, including modeling, testing, detection, suppression, human behavior, wildfires, structures, and risk analysis. The aim of Fire Technology is to push forward the frontiers of knowledge and technology by encouraging interdisciplinary communication of significant technical developments in fire protection and subjects of scientific interest to the fire protection community at large. It is published in conjunction with the National Fire Protection Association (NFPA) and the Society of Fire Protection Engineers (SFPE). The mission of NFPA is to help save lives and reduce loss with information, knowledge, and passion. The mission of SFPE is advancing the science and practice of fire protection engineering internationally.
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