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Flammability Evaluation of Native Brazilian Amazon Rainforest Leaves 巴西本土亚马逊雨林树叶的可燃性评价
IF 2.4 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-02-26 DOI: 10.1002/fam.3289
Bruno Polycarpo Palmerim Dias, Simone Pereira da Silva Ribeiro, Alexandre Landesmann

The Brazilian Amazon Rainforest is home to a vast number of fauna and flora species and plays a crucial role in mitigating the effects of global climate change. Despite its importance, the biome has been severely impacted by wildfires for years. Fuels are the most critical element in wildfire management, and leaves are the combustible particles present in all potential layers of fire spread. This paper presents the flammability evaluation of oven-dried live leaves from 24 native tree species of the Brazilian Amazon Ombrophilous Dense Forest, using the mass-loss cone calorimeter (MLCC) at 50 kW/m2. Additionally, through hierarchical clustering analysis, species were grouped into five flammability clusters. The interquartile range (IQR) of the cone calorimeter parameters—PHRR, THR, and TPHRR—was the difference between 67.90 and 61.03 kW/m2; 5.93 and 5.50 MJ/m2; and 33.67 and 29.58 s, respectively, showing a smaller variation than that reported in live leaf cone calorimeter test literature (both dry and fresh). A clear distinction was also observed between palms and other species with compound leaves. While palms—Leopoldinia piassaba, Oenocarpus bacaba, and Phytelephas macrocarpa—were classified into the flammable, highly flammable, and Extremely Flammable groups, respectively, other species with compound leaves were grouped into the low flammable (Pentaclethra macroloba) and very low flammable groups (Anadenanthera colubrina and Parkia pendula). Finally, the results have the potential to improve predictions of Brazilian Amazon wildfire behavior and inform the selection of less flammable species for green belts or reforestation projects.

巴西亚马逊雨林是大量动植物物种的家园,在缓解全球气候变化的影响方面发挥着至关重要的作用。尽管它很重要,但多年来该生物群落一直受到野火的严重影响。燃料是野火管理中最关键的因素,而树叶是存在于所有潜在火灾蔓延层中的可燃颗粒。本文利用质量损失锥量热计(MLCC)在50 kW/m2的功率下,对巴西亚马逊热带密林24种原生树种的烘干活叶进行了可燃性评价。此外,通过分层聚类分析,物种被分为五个可燃性簇。锥量热计参数(phrr、THR、tphrr)的四分位数间距(IQR)为67.90 ~ 61.03 kW/m2;5.93、5.50 MJ/m2;分别为33.67 s和29.58 s,与活叶球果量热仪试验文献报道的差异较小(干、鲜)。棕榈树和其他复叶物种之间也有明显的区别。棕榈(leopoldinia piassaba, Oenocarpus bacaba, Phytelephas macrocarpa)分别属于易燃类、高度易燃类和极易燃类,其他复叶植物则属于低易燃类(Pentaclethra macroloba)和极易燃类(Anadenanthera colubrina和Parkia pendula)。最后,研究结果有可能改善对巴西亚马逊野火行为的预测,并为绿化带或再造林项目选择不太易燃的物种提供信息。
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引用次数: 0
Residential Exterior Wall Reaction to Post-Flashover Compartment Fires 住宅外墙对闪燃后隔间火灾的反应
IF 2.4 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-02-23 DOI: 10.1002/fam.3278
Daniel J. Gorham, Joseph M. Willi, Gavin P. Horn

Large outdoor fires involving building-to-building fire spread are catastrophic, often resulting in significant loss of life and property. Previous research investigating ignition of buildings from exterior fires has focused on exposures from wildland fuels, which typically have shorter residence times compared to structure fires. This paper presents the details of full-scale building-to-building fire spread experiments conducted on residential exterior wall assemblies. Three wall assemblies sided with exterior plywood panels (hereafter referred to as T1–11), exterior insulation finishing system (EIFS), and fiber cement board were exposed to a post-flashover compartment fire at 1.8, 3.0, and 4.3 m separation distances to evaluate reaction-to-fire characteristics. All three wall assemblies tested ignited from the source exposure within this range of separation distances, which are common in residential areas with high structure density. Combustible siding (T1–11 and EIFS) ignited at the 3.0 and 4.3 m separation distances, whereas sheathing behind the noncombustible siding (fiber cement) wall assembly ignited at the 1.8 m separation distance. Compared to results from experiments with an identical protocol that examined the performance of double-pane window assemblies, the maximum heat load (time-integrated heat flux) at the time of ignition at the 3.0 m separation distance was consistently higher than the heat load at the time of cracking of the outer pane of plain (annealed) glass window assemblies but lower than that for cracking of both panes of a double-pane window assembly. Current codes, standards, and test methods should address fire penetration, as well as vertical and lateral flame propagation of exterior wall assemblies.

大型室外火灾涉及建筑物到建筑物的火灾蔓延是灾难性的,往往造成重大的生命和财产损失。之前调查建筑物外部火灾着火的研究主要集中在荒地燃料的暴露上,与建筑物火灾相比,这些燃料的停留时间通常较短。本文介绍了在住宅外墙组件上进行的全尺寸建筑间火灾蔓延实验的细节。在闪燃后,在间隔距离1.8、3.0和4.3 m处,将带有外部胶合板(以下简称T1-11)、外部保温整理系统(EIFS)和纤维水泥板的三个墙体组件暴露在间隔距离1.8、3.0和4.3 m的火灾中,以评估对火灾的反应特性。所有测试的三个墙组件都是在这个分离距离范围内被源照射点燃的,这在高结构密度的住宅区很常见。可燃壁板(T1-11和EIFS)在3.0 m和4.3 m的距离处被点燃,而不可燃壁板(纤维水泥)墙组件后面的护套在1.8 m的距离处被点燃。与采用相同方案测试双窗格窗组件性能的实验结果相比,在3.0 m分离距离处点火时的最大热负荷(时间积分热流密度)始终高于普通(退火)玻璃窗组件的外窗格开裂时的热负荷,但低于双窗格组件的两个窗格开裂时的热负荷。当前的规范、标准和测试方法应解决火灾穿透以及外墙组件的垂直和横向火焰传播问题。
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引用次数: 0
Exploratory Simulations on the Effectiveness of Sand Protection Strategies Against Firebrand Accumulation in Wildfires 森林火灾中防沙策略对火种堆积效果的探索性模拟
IF 2.4 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-02-23 DOI: 10.1002/fam.3286
Simona Dossi, Wojciech Węgrzyński, Guillermo Rein

Firebrands are the leading cause of infrastructure damage during wildfires. However, dedicated protections specifically designed to mitigate firebrand accumulation, remain limited. In contrast, infrastructure protection strategies against sand accumulation have been developed, implemented and studied in detail. Because both sand and firebrands are airborne particles, this paper explores the potential applicability of sand protection strategies to mitigate firebrand exposure. A literature review of existing protection strategies from both sand and firebrands is presented, followed by exploratory numerical simulations using Fire Dynamics Simulator (FDS). The simulations study the effectiveness of shielding a simplified cubic structure from particles simulating firebrand exposure under varying ambient wind speeds (4, 6, and 8 m/s). Two sand protection strategies are simulated, a trench and wall protection; results indicate the selected protections have the potential to reduce firebrand exposure to a target obstacle. The findings provide novel insights into the feasibility of translating sand protection strategies to firebrand mitigation and establish a foundation for innovative infrastructure solutions against wildfires.

火种是造成山火中基础设施损坏的主要原因。然而,专门设计用于减轻火种积聚的专用保护措施仍然有限。与此相反,基础设施的防沙保护策略已经被制定、实施和详细研究。由于沙子和火焰都是空气中的颗粒,本文探讨了沙子保护策略在减少火焰暴露方面的潜在适用性。本文综述了现有的沙尘和火种防护策略,并利用火灾动力学模拟器(FDS)进行了探索性数值模拟。模拟研究了在不同的环境风速(4、6和8米/秒)下,对模拟火焰暴露的颗粒进行屏蔽的简化立方体结构的有效性。模拟了壕防和墙防两种防沙策略;结果表明,所选择的保护措施有可能减少火焰暴露于目标障碍物。研究结果为将防沙战略转化为减少火种的可行性提供了新的见解,并为针对野火的创新基础设施解决方案奠定了基础。
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引用次数: 0
Analysis of the Thermal Decomposition and Flammability of Polyurethane Materials Used in Building Insulation and in the Automotive Industry 建筑保温材料和汽车用聚氨酯材料的热分解和燃烧性能分析
IF 2 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-02-21 DOI: 10.1002/fam.3285
Kamila Mizera, Kamila Sałasińska, Monika Borucka, Jan Przybysz, Agnieszka Gajek

The development of technology and newer requirements for materials leads to an increase in their production and storage. In the past, serious fires have occurred in public buildings, residential buildings, industrial halls, and warehouses where plastics were used or produced, resulting in disastrous consequences for the environment and human health. For this reason, it is important to examine the risks to people and the environment that arise during a fire in places where these materials are located and stored. Polyurethane foams (PUF) used in building insulation and the automotive industry have been analyzed to determine their flammability and smoke emission during combustion. The thermal stability of PUFs was assessed using simultaneous thermal analysis (STA). Released gases were identified using STA combined with FT-IR (STA/FT-IR). Fire resistance and smoke emission during combustion were evaluated using cone calorimetry and a smoke chamber. Differences in thermal decomposition and combustion characteristics, including smoke release, were observed. The combustion of semi-rigid foam was accompanied by the lowest total smoke release and the lowest total heat release. However, the combustion of flexible foam was characterized by the highest amount of smoke and a high rate of heat release, despite only a 5% weight loss at the highest temperature. In the case of rigid foam, a large residue in the form of a carbonized layer was observed.

技术的发展和对材料的新要求导致其生产和储存的增加。在过去,使用或生产塑料的公共建筑、住宅建筑、工业厂房和仓库都发生过严重火灾,给环境和人类健康造成灾难性后果。出于这个原因,重要的是要检查在这些材料所在和储存的地方发生火灾时对人和环境造成的风险。对用于建筑保温材料和汽车工业的聚氨酯泡沫塑料(PUF)进行了分析,以确定其燃烧时的可燃性和烟雾排放量。采用同步热分析(STA)评估PUFs的热稳定性。利用STA与FT-IR (STA/FT-IR)相结合的方法对释放气体进行鉴定。利用锥量热法和烟室对燃烧过程中的耐火性和排烟性进行了评价。观察到热分解和燃烧特性(包括烟雾释放)的差异。半刚性泡沫燃烧时总放烟量和总放热量最低。然而,柔性泡沫的燃烧具有最高的烟雾量和高的放热率的特点,尽管在最高温度下只有5%的重量损失。在刚性泡沫的情况下,观察到以碳化层形式存在的大量残留物。
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引用次数: 0
Numerical Investigations of a Large Fire Exposure Crib Test—Presenting Different Pyrolysis Modelling Methodologies and Numerical Results 大型火暴露槽试验的数值研究——呈现不同的热解模拟方法和数值结果
IF 2 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-02-20 DOI: 10.1002/fam.3287
Ranjith Nandish, Christian Knaust, Jochen Zehfuß

The need for numerical-based approaches to investigate the fire behaviour in buildings with combustible components is growing due to the increasing use of timber by the construction industry to meet the ‘Climate Action Plan 2050’. This requires consideration of the complex kinetic processes that take place during the burning of the wood in the numerical models. This is accomplished by using computational fluid dynamics (CFD) to numerically model the material pyrolysis and combustion processes. This article presents three different approaches for simulating the behaviour of a wood crib fire using the fire dynamics simulator (FDS). These approaches are based on either prescribing the burning rate of the wood directly from the physical experiments or using the kinetic parameters to govern the underlying processes, such as pyrolysis. Wooden crib fire experiments carried out by the RISE Research Institute in Sweden inside the combustion chamber that were used to validate all the methods. The numerical results from the method, that utilised the experimentally determined burning rate, were in good agreement with the experimental results, with a maximum deviation of 6% in the case of HRR. On the other hand, the model that needs kinetic parameters as its input has shown maximum discrepancies of 12% and 33% compared to experimental results. These methods are sensitive to the input parameters and the extent of dependency needs further investigation.

由于建筑行业越来越多地使用木材来满足“2050年气候行动计划”,因此需要基于数字的方法来调查具有可燃部件的建筑物的火灾行为。这需要考虑数值模型中木材燃烧过程中发生的复杂动力学过程。这是通过使用计算流体动力学(CFD)对材料热解和燃烧过程进行数值模拟来实现的。本文介绍了三种不同的方法来模拟一个木床火灾的行为使用火灾动力学模拟器(FDS)。这些方法要么基于直接从物理实验中规定木材的燃烧速度,要么基于使用动力学参数来控制潜在的过程,如热解。由瑞典RISE研究所在燃烧室内进行的木槽火灾实验,用于验证所有方法。利用实验确定的燃烧速率,该方法的数值结果与实验结果吻合良好,在HRR情况下最大偏差为6%。另一方面,需要动力学参数作为输入的模型与实验结果的最大差异为12%和33%。这些方法对输入参数敏感,依赖程度有待进一步研究。
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引用次数: 0
Characterizing the Heat Transfer Performance of Contaminated Flame-Resistant Fabrics 污染阻燃织物的传热性能表征
IF 2 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-02-19 DOI: 10.1002/fam.3288
Shariful Islam Tushar, Sumit Mandal, Ishmam Zahin Chowdhury, Adriana Petrova, Lynn M. Boorady, Robert J. Agnew, Michael Kubicki, Haejun Park, Preston Larson

For the safety of workers in the oil and gas field, flame-resistant clothing is recommended to reduce the risks of skin burns and fatalities resulting from heat and fire hazards. However, flame-resistant fabrics (FRFs) contaminated with flammable substances can compromise their flammability and heat transfer properties. Therefore, this study aims to evaluate the heat transfer performance (HTP) of the contaminated FRFs to improve workers' safety from burn injuries by understanding how contamination affects fabric thermal protection. The HTP in terms of second-degree burn time was evaluated and characterized by exposing the fabrics to 84 kW/m2 mixed convective and radiant heat flux. The peak temperature and average heat release rate of the FRFs were also evaluated. Two levels of contamination, consisting of drilling mud and crude oil, were added to three FRFs: Meta-aramid/cotton, meta-aramid/para-aramid, and para-aramid/polybenzimidazole. The HTP of drilling mud-contaminated fabrics increased, while the HTP of crude oil-contaminated fabrics varied by fabric type and contamination level. This may be attributed to drilling mud's higher specific heat capacity and lower flammability than crude oil. Among the fabrics tested, meta-aramid/cotton fabric showed the best HTP with higher second-degree burn times of 9.63 s with drilling mud and 9.07 s with crude oil. The relationship among contamination level, fabric properties, and HTP was developed using a multiple linear regression statistical model. The fabric's properties, such as fabric weight and air permeability, significantly contributed to the HTP of the contaminated fabrics.

为了油气田工人的安全,建议穿防火服,以减少皮肤烧伤的风险,以及因高温和火灾造成的死亡。然而,被可燃物质污染的阻燃织物(frf)会损害其可燃性和传热性能。因此,本研究旨在通过了解污染如何影响织物热防护来评估受污染frf的传热性能(HTP),以提高工人对烧伤的安全性。通过将织物暴露在84 kW/m2的对流和辐射混合热流中,评估和表征了织物在二度燃烧时间方面的HTP。同时,对森林森林的峰值温度和平均放热速率进行了评价。在三种frf中添加了两个级别的污染,包括钻井泥浆和原油:间芳纶/棉花、间芳纶/对芳纶、对芳纶/聚苯并咪唑。钻井泥浆污染织物的HTP增加,而原油污染织物的HTP随织物类型和污染程度的不同而不同。这可能是由于钻井泥浆比原油具有更高的比热容和更低的可燃性。其中,间位芳纶/棉织物表现出最佳的高温拉伸性能,二度燃烧时间较高,钻井液燃烧时间为9.63 s,原油燃烧时间为9.07 s。采用多元线性回归统计模型,研究了污染程度、织物性能和HTP之间的关系。织物的性能,如织物重量和透气性,对污染织物的HTP有很大影响。
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引用次数: 0
Propagation of Smouldering in Wood Dust Deposits Ignited by Embedded Hot Bodies 嵌入式热体点燃木屑沉积物中阴燃的传播
IF 2 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-02-13 DOI: 10.1002/fam.3283
Chang Li, Jinglin Zhang, Haoran Zhao, Chunmiao Yuan, Zhenguo Du, Zheren Dong, Paul Amyotte, Zenghui Zhao, Ronghua Li, Weitong Liang, Zhiqun Xie

Combustible dust poses a hazard to industry in two ways, i.e., reactive as a cloud or reactive as a pile. This paper deals with the smouldering behaviour of wood dust deposits initiated by hot bodies. Effects of embedded depth and airflow condition are investigated. Two sizes of wood dust are selected as test samples, namely wood powder and wood chip. The results indicate that under the same hot bodies embedded depth, wood chip combustion propagates faster than wood powder in general due to its unique flocculent structure. Due to the increased insulation effect of the wood dust layer, the temperature at the same measuring point is higher than that of the wood chip layer. In addition, under airflow conditions, the smouldering propagation of wood deposits is significantly higher than that without airflow (2.42 and 4.34 m/s) for both wood powder and wood chip samples. However, the deposited wood powder has a lower minimum ignition temperature than wood chip. Accumulated wood dust in considered to have a greater fire risk in powder form.

可燃性粉尘以两种方式对工业造成危害,即,作为云的反应性或作为堆的反应性。本文研究了由热体引起的木屑沉积的阴燃行为。研究了埋置深度和气流条件对埋置效果的影响。选择两种尺寸的木屑作为测试样品,即木粉和木屑。结果表明,在相同热体埋置深度下,木屑由于其独特的絮状结构,燃烧传播速度一般快于木粉。由于木屑层的保温效果增加,同一测点处的温度高于木屑层。此外,在气流条件下,木粉和木屑样品的阴燃传播速度均明显高于无气流条件下的阴燃传播速度(2.42 m/s和4.34 m/s)。而沉积木粉的最低着火温度比木屑低。堆积的木屑以粉末形式被认为具有较大的火灾风险。
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引用次数: 0
A New Full-Scale Method for Ranking Flammability of Ornamental Vegetation 一种新的观赏植物可燃性全尺寸评定方法
IF 2.4 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-02-11 DOI: 10.1002/fam.3284
Juan Antonio Muñoz, Eulàlia Planas, Miguel Almeida, Luís Mário Ribeiro, Pascale Vacca, Elsa Pastor

Ornamental vegetation constitutes the main type of natural fuel within the wildland-urban interface. Its flammability is often the criteria that fire risk managers use to promote certain species against others, with direct repercussions in fire safety. Traditionally, flammability is assessed using four parameters (ignitability, combustibility, sustainability, and consumability), through small-scale laboratory tests. Although widely used, these techniques fail to reflect the actual burning behaviour of species when they ignite. In our study, we developed an experimental method to classify ornamental vegetation's flammability based on full-scale burning behaviour. We categorise flammability into three levels: low (resists ignition), medium (acts as ladder fuel), and high (spreads fire). To evaluate this, we model normalised weight loss rate curves as Gaussian functions (flammability bells) and use metrics from these functions (maximum weight loss per second, associated time and standard deviation) as combustibility indicators. Experimental results reveal that these metrics can effectively differentiate between low, medium and high flammability. The method was developed by burning ornamental trees from four typical Mediterranean species (Leyland cypress, Arizona cypress, Northern white-cedar, and Cherry laurel) with varying spatial configurations, physiological statuses and moisture content. Our method is straightforward, robust, and affordable for implementation in appropriately equipped fire laboratories, offering meaningful insights into vegetation flammability and fire behaviour in the wildland-urban interface. These experimental results can help reduce fire risk from ornamental vegetation in human settlements.

观赏植被构成了荒地-城市界面的主要天然燃料类型。它的可燃性通常是火灾风险管理人员用来促进某些物种对抗其他物种的标准,对消防安全有直接影响。传统上,可燃性评估使用四个参数(可燃性,可燃性,可持续性和消耗性),通过小规模的实验室测试。尽管这些技术被广泛使用,但它们并不能反映物种在点燃时的实际燃烧行为。在我们的研究中,我们开发了一种基于全尺寸燃烧行为对观赏植物可燃性进行分类的实验方法。我们将可燃性分为三个级别:低(不着火),中(充当阶梯燃料)和高(蔓延火灾)。为了评估这一点,我们将归一化失重率曲线建模为高斯函数(可燃性钟),并使用这些函数中的指标(每秒最大失重量、相关时间和标准偏差)作为可燃性指标。实验结果表明,这些指标可以有效区分低、中、高可燃性。该方法是通过燃烧四种典型的地中海树种(利兰柏树、亚利桑那柏树、北方白雪松和樱桃月桂)的不同空间构型、生理状态和水分含量的观赏树木来开发的。我们的方法简单、可靠、经济,可以在配备适当的消防实验室中实施,为研究荒地-城市界面的植被可燃性和火灾行为提供有意义的见解。这些实验结果可以帮助减少人类住区中观赏植被的火灾风险。
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引用次数: 0
Effect of Fuel Structure and Species on Grassy Fuel Ignition: Insights From Bench Scale Experiments and Thermogravimetric Analysis 燃料结构和种类对草地燃料点火的影响:来自台架实验和热重分析的见解
IF 2.4 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-02-10 DOI: 10.1002/fam.3281
Shusmita Saha, Jeanette Cobian-Iñiguez

Grassy vegetation represents a significant fuel source in multiple fire-prone regions around the globe. These fuels are a major component of surface fuel beds and are therefore typically the first layer of the wildland fuel strata that ignites. Thus, understanding the drivers of successful grassy fuel ignition is key to developing a comprehensive description of the process leading to fire spread. In the wildland-urban interface, hot metal particles produced by powerline failures or mechanical equipment operations are a leading ignition source for these types of fuels. The goal of this study is to develop improved understanding of the role of fuel species and physical characteristics on the ignition behavior of grass fuels when exposed to hot metal particles. Three common California invasive grass species were studied in their natural configuration as well as in configurations in which fuel particles have been shredded or made into a powder. Overall, it was observed that the ignition temperature was lower in fuels in their powder form than fuels in a shredded or natural form. Furthermore, the findings here align with prior works, indicating that the presence of chemical compounds such as lignin and proteins may hinder ignition. Consequently, wheatgrass fuels, which have higher lignin and protein content, consistently required higher temperatures to ignite (460°C) compared to Avena (370°C), Bromus (348°C), and excelsior fuels (350°C), which contain these compounds in lower concentrations.

在全球多个火灾易发地区,草地植被是重要的燃料来源。这些燃料是地表燃料层的主要组成部分,因此通常是点燃的荒地燃料层的第一层。因此,了解成功的草地燃料点火的驱动因素是开发导致火灾蔓延过程的全面描述的关键。在荒地与城市交界的地方,电力线故障或机械设备操作产生的热金属颗粒是这类燃料的主要点火源。本研究的目的是提高对燃料种类和物理特性在草燃料暴露于热金属颗粒时点火行为中的作用的理解。研究人员研究了三种常见的加州入侵草的自然形态,以及燃料颗粒被切碎或制成粉末的形态。总的来说,观察到粉末燃料的点火温度比粉碎或自然形式的燃料低。此外,这里的发现与先前的工作一致,表明木质素和蛋白质等化合物的存在可能阻碍点火。因此,与Avena(370°C)、Bromus(348°C)和excelsior燃料(350°C)相比,具有较高木质素和蛋白质含量的小麦草燃料始终需要更高的温度来点燃(460°C),后者含有较低浓度的这些化合物。
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引用次数: 0
Residential Wildfire Structural Damage Detection Using Deep Learning to Analyze Uncrewed Aerial System (UAS) Imagery, Aerial Imagery, and Satellite Imagery 使用深度学习分析无人机系统(UAS)图像、航空图像和卫星图像的住宅野火结构损伤检测
IF 2.4 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-02-09 DOI: 10.1002/fam.3282
Dae Kun Kang, Michael J. Olsen, Erica Fischer, Jaehoon Jung

In recent years, wildfires in residential regions have increasingly inflicted significant economic and social losses. Preemptive measures can reduce the damage to public infrastructure and lessen these impacts. Rapid evaluation of residential structures after wildfire is crucial for investigating the overall scope of the damage and establishing an effective disaster mitigation strategy. However, conducting these assessments involves detailed on-site examinations, which require considerable time and workforce. Furthermore, these qualitative assessments can be subjective and prone to error. To overcome these shortcomings, this study suggests a practical methodology for performing damage assessments of housing after a wildfire using deep learning technology. The applications of deep learning to three different image sources for residential areas are analyzed and compared as follows: uncrewed aerial systems imagery, aerial imagery, and satellite imagery. Notably, combinations of these image sources were considered from the training stage, and the impact of changes in training data when applied to each image source was comprehensively investigated. Key results reveal achievable accuracies depending on the various remote sensing data sources used in the training and application phases. This study is expected to provide deep learning researchers working on wildfires with a fundamental resource for the comprehensive use of remote sensing data and to provide valuable insights into the decision-making process for wildfire responders.

近年来,民居火灾造成的经济和社会损失日益严重。先发制人的措施可以减少对公共基础设施的破坏,减轻这些影响。对火灾后的住宅结构进行快速评估对于调查总体损失范围和制定有效的减灾战略至关重要。然而,进行这些评估需要详细的现场检查,这需要大量的时间和人力。此外,这些定性评估可能是主观的,容易出错。为了克服这些缺点,本研究提出了一种实用的方法,利用深度学习技术对火灾后的房屋进行损害评估。深度学习在三种不同的住宅区图像源上的应用分析和比较如下:无人机系统图像、航空图像和卫星图像。值得注意的是,从训练阶段就考虑了这些图像源的组合,并全面研究了应用于每个图像源时训练数据变化的影响。关键结果揭示了可实现的精度取决于在训练和应用阶段使用的各种遥感数据源。该研究有望为从事野火研究的深度学习研究人员提供综合利用遥感数据的基础资源,并为野火救援人员的决策过程提供有价值的见解。
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引用次数: 0
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Fire and Materials
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