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Impact of Pipe Diameter on the Discharge Process of Halon1301 in a Fire Extinguishing System with Horizontal Straight Pipe 水平直管灭火系统中管径对卤代烷1301排放过程的影响
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-07-28 DOI: 10.3390/fire6080287
Ye Chen, Chenxi Zhao, Qiurui Huang, Songyang Li, Jiahui Huang, Xiaomin Ni, Jian Wang
In aviation fire extinguishing systems, the extinguishing agent is stored in a bottle, which is pressurized by nitrogen. When fire occurs, the agent is discharged via pipe and nozzle to the target compartment. The geometry of the pipe has a significant impact on the discharge process, and merits study. In this study of the discharge process of halon1301 using pipes of different diameters, the pressure distribution was significantly influenced by varying pipe diameter. Contributions to pressure drops through the valve/pipe/nozzle were approximately 2%, 8%, and 90%, respectively, when the pipe diameter was larger than the nozzle diameter. The contribution through the pipe increased, and the contribution through the nozzle decreased, as the pipe diameter became smaller. When the pipe diameter was decreased to the nozzle diameter, pressure drops through the valve/pipe/nozzle were 10%, 45%, and 45%, respectively; there was an increased pressure drop through the pipe. Distinctions in pressure distribution led to temperature differences; when there were more pressure drops through the nozzle, the temperature in the pipe was lower.
在航空灭火系统中,灭火剂储存在用氮气加压的瓶中。当发生火灾时,药剂通过管道和喷嘴排放到目标隔间。管道的几何形状对放电过程有重要影响,值得研究。本研究采用不同管径的管道对卤代烷1301的排放过程进行了研究,不同管径对压力分布有显著影响。当管道直径大于喷嘴直径时,阀门/管道/喷嘴对压降的贡献分别约为2%、8%和90%。随着管径的减小,通过管道的贡献增大,通过喷嘴的贡献减小。当管径减小到喷嘴直径时,通过阀门/管道/喷嘴的压降分别为10%、45%和45%;通过管道的压降增大了。压力分布的差异导致了温度的差异;通过喷嘴的压降越多,管道内的温度越低。
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引用次数: 0
Burn Severity Effect on the Short-Term Functional Response of Quercus ilex after Fire 烧伤严重程度对火后Quercus ilex短期功能反应的影响
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-07-28 DOI: 10.3390/fire6080286
A. Parra, M. B. Hinojosa
Understanding how fire severity affects resprouting plants during post-fire regeneration is key to anticipating Mediterranean vegetation vulnerability in a context of increasingly large fires with high intensity and severity due to climate change. Here, we monitored the water status, leaf gas exchange, and plant growth in holm oaks (Quercus ilex) of central Spain burned with different fire severity throughout the first post-fire year. The Q. ilex burned with high severity (HB+) showed higher water potential and shoot growth than those burned with low severity (LB+) or unburned (B−), especially during spring and summer. In summer, resprouting HB+ and LB+ plants exhibited higher carbon assimilation than unburned ones. Moreover, we also found that plants with higher water availability and growth, i.e., HB+ individuals, had higher specific leaf area and lower water use efficiency. Overall, our study shows that holm oak forests exhibit high plasticity to fire and that Q. ilex burned with high severity have a faster short-term regeneration than those burned with low severity. However, this rapid regeneration is based on a less conservative water-use strategy, which could jeopardize their populations in case of extreme drought events increasingly common in the current context of climate change.
了解火灾严重程度如何影响火灾后再生过程中的再生植物,是预测地中海植被脆弱性的关键,因为气候变化导致的火灾强度和严重程度越来越大。在这里,我们监测了西班牙中部不同火灾严重程度的霍姆橡树(Quercus ilex)在火灾后的第一年的水分状况、叶片气体交换和植物生长。与低严重程度(LB+)或未燃烧(B-)相比,高严重程度(HB+)燃烧的冬青表现出更高的水势和枝条生长,尤其是在春季和夏季。在夏季,重燃的HB+和LB+植物比未燃的植物表现出更高的碳同化作用。此外,我们还发现,水分有效性和生长性较高的植物,即HB+个体,具有较高的比叶面积和较低的水分利用效率。总的来说,我们的研究表明,霍姆橡树林对火灾表现出很高的可塑性,并且高严重程度燃烧的冬青树比低严重程度的冬青树有更快的短期再生。然而,这种快速再生是基于一种不那么保守的用水策略,如果在当前气候变化的背景下发生越来越常见的极端干旱事件,这可能会危及他们的人口。
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引用次数: 0
Spherical Diffusion Flames of Ethylene in Microgravity: Multidimensional Effects 微重力条件下乙烯球形扩散火焰的多维效应
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-07-27 DOI: 10.3390/fire6080285
S. Frolov, V. Ivanov, F. Frolov, I. Semenov
The joint American–Russian Space Experiment Flame Design (Adamant) was implemented on the International Space Station (ISS) in the period from 2019 to 2022. The objectives of the experiment were to study the radiative extinction of spherical diffusion flames (SDF) around a porous burner (PB) under microgravity conditions, as well as the mechanisms of control of soot formation in the SDF. The objects of the study were the normal and inverse SDFs of gaseous ethylene in an oxygen atmosphere with nitrogen dilution at room temperature and pressures ranging from 0.5 to 2 atm. The paper presents the results of transient 1D and 2D calculations of 24 normal and 13 inverse SDFs with and without radiative extinction. The 1D calculations revealed some generalities in the evolution of SDFs with different values of the stoichiometric mixture fraction. The unambiguous dependences of the ratio of flame radius to fluid mass flow rate through the PB on the stoichiometric mixture fraction were shown to exist for normal and inverse SDFs. These dependences allowed important conclusions to be made on the comparative flame growth rates, flame lifetime, and flame radius at extinction for normal and inverse SDFs. The 2D calculations were performed for a better understanding of the various observed non-1D effects like flame asymmetry with respect to the center of the PB, flame quenching near the gas supply tube, asymmetrical flame luminosity, etc. The local mass flow rate of fluid through the PB was shown to be nonuniform with the maximum flow rate attained in the PB hemisphere with the attached fluid supply tube, which could be a reason for the flame asymmetry observed in the space experiment. The evolution of 2D ethylene SDFs at zero gravity was shown to be oscillatory with slow alterations in flame shape and temperature caused by the incepience of torroidal vortices in the surrounding gas. Introduction of the directional microgravity, on the level of 0.01g , led to the complete suppression of flame oscillations.
美俄联合空间实验火焰设计(Adamant)于2019年至2022年在国际空间站(ISS)上实施。实验目的是研究微重力条件下多孔燃烧器(PB)周围球形扩散火焰(SDF)的辐射消光及其烟尘形成的控制机制。本研究的对象是气态乙烯在氮气稀释的氧气气氛中,在室温和压力范围从0.5到2atm的正常和逆sdf。本文给出了有和无辐射消光的24个正sdf和13个逆sdf的瞬态一维和二维计算结果。一维计算揭示了不同化学计量混合分数值下sdf演化的一些共性。对于正向和逆sdf,火焰半径与流体质量流过PB的比率与化学计量混合物分数之间存在明确的依赖关系。这些依赖关系使得对正常和逆sdf的火焰生长速率、火焰寿命和熄灭时火焰半径的比较得出重要结论。进行二维计算是为了更好地理解所观察到的各种非一维效应,如火焰相对于PB中心的不对称、气体供应管附近的火焰淬火、火焰亮度的不对称等。流体通过PB的局部质量流率是不均匀的,在附加供液管的PB半球达到最大流量,这可能是空间实验中观察到的火焰不对称的原因。在零重力下,二维乙烯sdf的演化是振荡的,火焰形状和温度的缓慢变化是由周围气体中环形涡的开始引起的。定向微重力的引入,在0.01g的水平上,导致火焰振荡完全被抑制。
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引用次数: 0
Short-Term Effects of Prescribed Burn Seasonality on the Understory in a Pinus nigra Arnold subsp. salzmannii (Dunal) Franco Mediterranean Forest 规定烧伤季节对黑松亚种林下植被的短期影响。萨尔兹曼尼(杜纳尔)佛朗哥地中海森林
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-07-27 DOI: 10.3390/fire6080283
Á. Fajardo-Cantos, D. Moya, M. Lucas‐Borja, P. Plaza‐Álvarez, E. Peña‐Molina, J. González‐Romero, Jorge de las Heras-Ibañez
Worsening climate change and increasing temperatures generate more sever and extended wildfires, raising concerns about ecosystem services. Prescribed burns (PB) are used to reduce forest fuel loads. Improving knowledge regarding the vegetation response after PB is essential for generating common points for monitoring ecological burning effects and generating a protocol or practice guide. We compared the PB seasonality of low-intensity (spring, summer, and autumn) and unburned areas in a total of 12 plots in Pinus nigra Arnold ssp. salzmannii Mediterranean forest. Our vegetation analysis was short term (one year after each PB). We analyzed vegetation coverage, α-diversity (Pielou, Simpson, and Shannon’s index), life forms, and fire-adapted traits using the Canfield transect method, followed by statistical analyses such as non-metric multidimensional scaling (NMDS) and two-way ANOVA. α-diversity was significantly decreased (>55% of dissimilarity) in the burned plots during each season, with the lowest values after summer PB (69% of dissimilarity) when comparing the burned and unburned plots. There was a significant increase in hemicryptophytes (15−20%) and geophyte coverage (from 6% to 14%, or from 4% to 8% in certain cases) in the burned plots after PB seasonality; however, the phanerophytes were reduced (from 13% to 5%). Resprouters were more dominant after PB (an increase of 15–20%), which indicates that resprouters have a faster recovery and generate a fuel load quickly for highly flammable species such as Bromus after low-intensity burning. This suggests that low-intensity prescribed burning may not be the best methodology for these resprouting species. This study helps to understand how burning in the early season can affect inflammable vegetation and the change in fuel that is available in semi-arid landscapes. This is key to achieving the basis for the development of a standardized system that allows for the efficient management of forest services in order to reduce wildfire risks. One objective of this line of research is to observe the effects of recurrent burning in different seasons on vegetation, as well as plant−soil interaction using the microbial and enzyme soil activity.
日益恶化的气候变化和不断升高的气温引发了更严重、更持久的野火,引发了人们对生态系统服务的担忧。规定的燃烧(PB)用于减少森林燃料负荷。提高对PB后植被反应的认识对于生成监测生态燃烧效应的共同点和生成协议或实践指南至关重要。我们比较了黑松12个小区低强度(春季、夏季和秋季)和未燃区的PB季节性。萨尔茨曼尼地中海森林。我们的植被分析是短期的(每次PB后一年)。我们使用Canfield样条法分析了植被覆盖率、α-多样性(Pielou、Simpson和Shannon指数)、生命形式和火灾适应特征,然后进行了非度量多维标度(NMDS)和双向方差分析等统计分析。在每个季节,焚烧地块的α-多样性显著降低(>相异度的55%),当比较焚烧地块和未焚烧地块时,夏季PB之后的最低值(相异度为69%)。PB季节性后,焚烧地块的半隐生植物(15−20%)和地下植物覆盖率(从6%增加到14%,在某些情况下从4%增加到8%)显著增加;然而,显生植物减少了(从13%减少到5%)。在PB之后,呼吸路由器更占主导地位(增加了15-20%),这表明呼吸路由器的恢复速度更快,并且在低强度燃烧后快速产生高易燃物种的燃料负荷,如Bromus。这表明,低强度的规定燃烧可能不是这些呼吸物种的最佳方法。这项研究有助于了解早季燃烧如何影响易燃植被以及半干旱地区可用燃料的变化。这是实现标准化系统发展基础的关键,该系统允许对森林服务进行有效管理,以降低野火风险。这项研究的一个目的是观察不同季节反复燃烧对植被的影响,以及利用微生物和酶的土壤活性观察植物与土壤的相互作用。
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引用次数: 0
Experimental Study on the Effect of Sub-Flash Point Fuel Temperature on the Spread Characteristics of Spill Fire 亚闪点燃料温度对溢出火灾蔓延特性影响的实验研究
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-07-27 DOI: 10.3390/fire6080284
C. Ding, Shuangyang Ma, Zijian Yan, Lingfeng He, Yuyao Li, Tingyong Fang, Yan Jiao
The spill fires caused by liquid fuel leaks greatly threaten the safety of fuel transportation and storage. In this work, the effect of fuel temperature on the spread characteristics of flowing flames was investigated through n-butanol spilling fire experiments. The spill fire spread can be divided into three stages at different temperatures and leakage rates (I) full spread, (II) gradually extinguished spread, and (III) unable to spread. The oscillation of the flame is related to the fuel thickness and the discharge rate. As the discharge rate or temperature increases, the spread mode changes from pulsation to uniform. With an increase in temperature, the surface flow of the flame is reduced, leading to a decrease in both the preheating time and pulsation amplitude. However, the rate of liquid surface detachment from the flame increases with increasing temperature. The view factor of flame spread can be calculated by the solid flame model, and the flame influences the heat radiation spread state with stable phases or peaks. The research findings presented in this paper hold significant implications for the development of fire safety regulations pertaining to fuel leakage fires.
液体燃料泄漏引起的泄漏火灾严重威胁着燃料运输和储存的安全。通过正丁醇溢出火灾实验,研究了燃料温度对流动火焰蔓延特性的影响。在不同温度和泄漏速率下,溢火蔓延可分为完全蔓延阶段、逐渐扑灭蔓延阶段和无法蔓延阶段。火焰的振荡与燃料的厚度和放电速率有关。随着放电速率或温度的升高,扩散模式由脉动型向均匀型转变。随着温度的升高,火焰的表面流量减小,导致预热时间和脉动幅度减小。然而,液体表面脱离火焰的速度随着温度的升高而增加。采用固体火焰模型计算火焰传播的可视因子,火焰以稳定的相位或峰值影响热辐射传播状态。本文的研究结果对燃油泄漏火灾的消防安全法规的制定具有重要意义。
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引用次数: 0
Evaluation of the Relationship between Spatio-Temporal Variability of Vegetation Condition Index (VCI), Fire Occurrence and Burnt Area in Mount Kenya Forest Reserve and National Park 肯尼亚山森林保护区和国家公园植被状况指数(VCI)时空变异性与火灾发生、烧毁面积的关系评价
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-07-25 DOI: 10.3390/fire6080282
Kevin W. Nyongesa, Christoph Pucher, Claudio Poletti, H. Vacik
Climate change, vegetation dynamics, human activities and forest management influence the occurrence of fires. This study investigated the spatio-temporal variability of the Vegetation Condition Index (VCI) and its influence on fire occurrence in three different land use types in Mount Kenya Forest Reserve and National Park (MKFRNP): National Park (NP), Forest Stations (FS) and Farmlands (FL). The study used MODIS satellite data to obtain the Normalized Difference Vegetation Index (NDVI), the VCI, the number of fires and the burnt area. The specific objectives of this research were (i) to examine the spatio-temporal variability of VCI, fire occurrence and burnt area in MKFRNP from 2003 to 2018 and (ii) to explore the relationship between VCI, fire occurrence and burnt area in different areas of the MKFRNP (NP, FS and FL). The findings show that even though fires occur throughout the year in MKFRNP, most of the fires occur during dry seasons. The relationship between spatio-temporal fire occurrence and VCI distribution is different for each land use type. In the FL, the probability of fire ignition and the number of fires per month was more or less the same irrespective of the VCI because of the traditional use of fire as a land management tool. However, the probability of fire ignition and the number of fires per month is high in the NP and FS when the VCI is below 50% (drought), especially in the dry seasons, when and where the impact of meteorological conditions and climate have much more impact than human activities. In addition to the efforts already made by communities, KFS and KWS in the fire fighting and monitoring system, satellite data can be useful to acquire accurate and timely information on the VCI and the likely spatio-temporal occurrence of fires in order to be prepared in the most fire-prone periods and improve fire management, the planning of resources and fire suppression activities in MKFRNP.
气候变化、植被动态、人类活动和森林管理都会影响火灾的发生。研究了肯尼亚山森林保护区和国家公园(MKFRNP) 3种不同土地利用类型:国家公园(NP)、森林站(FS)和农田(FL)植被条件指数(VCI)的时空变异及其对火灾发生的影响。本研究利用MODIS卫星数据获得归一化植被指数(NDVI)、VCI、火灾次数和燃烧面积。本研究的具体目的是:(1)研究2003 - 2018年MKFRNP不同区域(NP、FS和FL) VCI、火灾发生和烧毁面积的时空变化;(2)探索MKFRNP不同区域(NP、FS和FL) VCI、火灾发生和烧毁面积的关系。研究结果表明,尽管MKFRNP全年都发生火灾,但大多数火灾发生在旱季。不同土地利用类型的火灾发生与VCI分布的时空关系不同。在FL,由于传统上使用火作为土地管理工具,因此无论VCI如何,每月起火的概率和火灾数量都大致相同。而当VCI低于50%时(干旱),特别是在干旱季节,气象条件和气候的影响远大于人类活动的影响,NP和FS的火灾发生概率和月火灾数量较高。除了社区、KFS和KWS在消防和监测系统方面已经做出的努力外,卫星数据可以帮助获取准确和及时的VCI信息和火灾可能发生的时空信息,以便在最容易发生火灾的时期做好准备,并改善MKFRNP的火灾管理、资源规划和灭火活动。
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引用次数: 0
Study of Crack Generation and Expansion Behavior of Frame-Supported Float Glass after Heat Exposure 框架支撑浮法玻璃热暴露后裂纹产生及膨胀行为研究
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-07-22 DOI: 10.3390/fire6070281
Yan-ni Zhang, Luoxin Huang, Jun Deng, Zhichao Feng, Dan Yang, Xuemeng Liu, Shuai Zhang
Float glass installed with frame supports is broadly exploited in building construction. In a fire environment, the breakage of float glass significantly influences the dynamic development of the fire within the building space. The thermal rupture behavior of the frame-supported float glass subjected to thermal loading is carefully examined using a self-built experimental system. The designed system is aimed at capturing crucial behavioral parameters. The experimental study reveals that the main reason for the breakage of the frame-supported float glass is the temperature difference on the glass surface, with a critical temperature difference of approximately 65 °C. The crack starts at the edge of the glass surface where the temperature difference is maximum and then rapidly expands. By intersecting the cracks, a crack island is configured, which is not dislodged under the stress of the supporting frame and the surrounding glass. A thermomechanical and micro-geometric model of the frame-supported float glass is developed based on the PFC2D program to show further the micro-crack expansion pattern of the frame-supported float glass under thermal loading. This scrutiny provides theoretical guidance for installing and using frame-supported float glass in construction projects and identifying fire evidence.
框架支承浮法玻璃在建筑施工中得到了广泛的应用。在火灾环境下,浮法玻璃的破碎对建筑空间内火灾的动态发展有着重要的影响。采用自建实验系统,研究了框架支撑浮法玻璃在热载荷作用下的热破裂行为。所设计的系统旨在捕获关键的行为参数。实验研究表明,框支浮法玻璃破碎的主要原因是玻璃表面的温差,其临界温差约为65℃。裂纹从玻璃表面温差最大的边缘开始,然后迅速扩大。通过将裂缝相交,形成一个裂缝岛,在支撑框架和周围玻璃的压力下不会位移。基于PFC2D程序建立了框架式浮法玻璃的热力学和微几何模型,进一步揭示了框架式浮法玻璃在热载荷作用下的微裂纹扩展规律。这种审查为在建筑项目中安装和使用框架支撑浮法玻璃和识别火灾证据提供了理论指导。
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引用次数: 0
Socio-Psychological, Economic and Environmental Effects of Forest Fires 森林火灾的社会心理、经济和环境影响
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-07-21 DOI: 10.3390/fire6070280
Stavros Kalogiannidis, F. Chatzitheodoridis, D. Kalfas, Christina D. Patitsa, Aristidis Papagrigoriou
One of the most common forest disturbances, fire, has a significant influence on the people, societies, economies, and environment of countries all over the world. This study explores the different environmental and socioeconomic effects of forest fires to establish priorities for countries in battling and mitigating the harmful effects of forest fires based on data collected from 382 professionals working in Greece’s forestry and agriculture sectors. Secondary data, especially from Statista, were further utilized to enhance the analytical comparisons and conclusions of this study. Wildfires in Greece destroy agricultural land and greatly impact the rural economy and community. This study showed that forest fires have led to several economic costs, mainly affecting the incomes of different investors in the forest sector in Greece. It was revealed that the overall cost of a fire is determined by the direct and indirect expenditures as well as the price of fire control and preventative methods. Direct expenses are broken down into two categories: direct damage that occurs immediately and direct losses that are caused immediately after a fire. Governments should take the initiative to create and expand bilateral and/or multilateral cooperation and coordination, as well as exchange necessary financial resources, technology, and training, to reduce the effects of forest fires in a fragile international man-made and natural environment.
火灾是最常见的森林骚乱之一,对世界各国的人民、社会、经济和环境都有重大影响。这项研究根据从希腊林业和农业部门382名专业人员收集的数据,探讨了森林火灾的不同环境和社会经济影响,以确定各国在抗击和减轻森林火灾有害影响方面的优先事项。二次数据,特别是来自Statista的数据,被进一步用于加强本研究的分析比较和结论。希腊的野火摧毁了农田,极大地影响了农村经济和社区。这项研究表明,森林大火导致了一些经济成本,主要影响了希腊森林部门不同投资者的收入。据透露,火灾的总成本由直接和间接支出以及火灾控制和预防方法的价格决定。直接费用分为两类:立即发生的直接损失和火灾后立即造成的直接损失。各国政府应主动建立和扩大双边和/或多边合作与协调,并交流必要的财政资源、技术和培训,以减少森林火灾在脆弱的国际人为和自然环境中的影响。
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引用次数: 3
Assessment of Burned Areas during the Pantanal Fire Crisis in 2020 Using Sentinel-2 Images 使用Sentinel-2图像评估2020年潘塔纳尔火灾危机期间的烧伤区域
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-07-19 DOI: 10.3390/fire6070277
Y. Shimabukuro, G. de Oliveira, G. Pereira, E. Arai, F. Cardozo, A. C. Dutra, G. Mataveli
The Pantanal biome—a tropical wetland area—has been suffering a prolonged drought that started in 2019 and peaked in 2020. This favored the occurrence of natural disasters and led to the 2020 Pantanal fire crisis. The purpose of this work was to map the burned area’s extent during this crisis in the Brazilian portion of the Pantanal biome using Sentinel-2 MSI images. The classification of the burned areas was performed using a machine learning algorithm (Random Forest) in the Google Earth Engine platform. Input variables in the algorithm were the percentiles 10, 25, 50, 75, and 90 of monthly (July to December) mosaics of the shade fraction, NDVI, and NBR images derived from Sentinel-2 MSI images. The results showed an overall accuracy of 95.9% and an estimate of 44,998 km2 burned in the Brazilian portion of the Pantanal, which resulted in severe ecosystem destruction and biodiversity loss in this biome. The burned area estimated in this work was higher than those estimated by the MCD64A1 (35,837 km2), Fire_cci (36,017 km2), GABAM (14,307 km2), and MapBiomas Fogo (23,372 km2) burned area products, which presented lower accuracies. These differences can be explained by the distinct datasets and methods used to obtain those estimates. The proposed approach based on Sentinel-2 images can potentially refine the burned area’s estimation at a regional scale and, consequently, improve the estimate of trace gases and aerosols associated with biomass burning, where global biomass burning inventories are widely known for having biases at a regional scale. Our study brings to light the necessity of developing approaches that aim to improve data and theory about the impacts of fire in regions critically sensitive to climate change, such as the Pantanal, in order to improve Earth systems models that forecast wetland–atmosphere interactions, and the role of these fires on current and future climate change over these regions.
潘塔纳尔生物群落是一个热带湿地地区,从2019年开始,到2020年达到顶峰,一直遭受长期干旱。这有利于自然灾害的发生,并导致了2020年潘塔纳尔火灾危机。这项工作的目的是利用Sentinel-2 MSI图像绘制潘塔纳尔生物群落巴西部分在这次危机期间被烧毁地区的范围。使用谷歌Earth Engine平台中的机器学习算法(Random Forest)对烧伤区域进行分类。算法的输入变量是Sentinel-2 MSI图像中阴影分数、NDVI和NBR图像每月(7月至12月)马赛克的百分位数10、25、50、75和90。结果表明,在潘塔纳尔河巴西部分,总体精度为95.9%,估计烧毁面积为44,998 km2,造成了严重的生态系统破坏和生物多样性丧失。与MCD64A1 (35,837 km2)、Fire_cci (36,017 km2)、GABAM (14,307 km2)和MapBiomas Fogo (23,372 km2)产品相比,本研究估算的燃烧面积更高,但精度较低。这些差异可以用不同的数据集和用于获得这些估计值的方法来解释。基于Sentinel-2图像提出的方法可能会在区域尺度上改进燃烧面积的估计,从而改进与生物质燃烧相关的痕量气体和气溶胶的估计,因为众所周知,全球生物质燃烧清单在区域尺度上存在偏差。我们的研究揭示了开发方法的必要性,这些方法旨在改善对气候变化非常敏感的地区(如潘塔纳尔)火灾影响的数据和理论,以改进预测湿地-大气相互作用的地球系统模型,以及这些火灾对这些地区当前和未来气候变化的作用。
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引用次数: 1
Forest Flame Detection in Unmanned Aerial Vehicle Imagery Based on YOLOv5 基于YOLOv5的无人机图像森林火焰检测
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-07-19 DOI: 10.3390/fire6070279
Haiqing Liu, Heping Hu, Fang Zhou, Huaping Yuan
One of the major responsibilities for forest police is forest fire prevention and forecasting; therefore, accurate and timely fire detection is of great importance and significance. We compared several deep learning networks based on the You Only Look Once (YOLO) framework to detect forest flames with the help of unmanned aerial vehicle (UAV) imagery. We used the open datasets of the Fire Luminosity Airborne-based Machine Learning Evaluation (FLAME) to train the YOLOv5 and its sub-versions, together with YOLOv3 and YOLOv4, under equal conditions. The results show that the YOLOv5n model can achieve a detection speed of 1.4 ms per frame, which is higher than that of all the other models. Furthermore, the algorithm achieves an average accuracy of 91.4%. Although this value is slightly lower than that of YOLOv5s, it achieves a trade-off between high accuracy and real-time. YOLOv5n achieved a good flame detection effect in the different forest scenes we set. It can detect small target flames on the ground, it can detect fires obscured by trees or disturbed by the environment (such as smoke), and it can also accurately distinguish targets that are similar to flames. Our future work will focus on improving the YOLOv5n model so that it can be deployed directly on UAV for truly real-time and high-precision forest flame detection. Our study provides a new solution to the early prevention of forest fires at small scales, helping forest police make timely and correct decisions.
森林警察的主要职责之一是森林防火和预测;因此,准确、及时的火灾探测具有十分重要的意义。我们比较了几种基于YouOnly Look Once(YOLO)框架的深度学习网络,以在无人机图像的帮助下检测森林火焰。我们使用基于机载火焰亮度的机器学习评估(FLAME)的开放数据集,在同等条件下训练YOLOv5及其子版本,以及YOLOv3和YOLOv4。结果表明,YOLOv5n模型可以实现每帧1.4ms的检测速度,高于所有其他模型。此外,该算法实现了91.4%的平均准确率。尽管该值略低于YOLOv5s,但它在高准确率和实时性之间实现了平衡。YOLOv5n在我们设置的不同森林场景中都取得了良好的火焰探测效果。它可以探测地面上的小目标火焰,可以探测被树木遮挡或被环境干扰的火焰(如烟雾),还可以准确区分与火焰相似的目标。我们未来的工作将侧重于改进YOLOv5n模型,使其能够直接部署在无人机上,实现真正实时、高精度的森林火焰探测。我们的研究为早期预防小规模森林火灾提供了一个新的解决方案,帮助森林警察及时做出正确的决定。
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引用次数: 1
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Fire-Switzerland
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