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Meta-Narrative Review of Artificial Intelligence Applications in Fire Engineering with Special Focus on Heat Transfer through Building Elements 人工智能在消防工程中应用的元叙事综述——以建筑构件传热为重点
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-07-02 DOI: 10.3390/fire6070261
I. Bakas, K. Kontoleon
Artificial intelligence (AI), as a research and analysis method, has recently been gaining ground in the ever-evolving scientific field of fire engineering in buildings. Despite the initial delay in utilising machine learning and neural networks due to the shortfall of available computational power, a review of cutting-edge scientific research demonstrates that scientists are now exploring and routinely incorporating such systems in their research processes. As such, a considerable volume of new research is being produced comprising applications of AI in fire engineering. These findings and research questions ought to be summarised, organised, and made accessible for further investigation and refinement. The present study aims to identify recent scientific publications relating to artificial intelligence applications in fire engineering, with particular focus on those tackling the issue of heat transfer through building elements. The method of the meta-narrative review, as implemented in the field of medical advancement research, is discussed, adapted, and finally utilised to weave a narrative that enables the reader to follow the most recent, influential, and impactful works. Efforts are made to uncover trends in the search for heat transfer models and properties under fire loading using AI. The review concludes with our thoughts on how future research can enrich the current findings on heat transfer in buildings exposed to fire actions and elevated temperatures.
人工智能(AI)作为一种研究和分析方法,最近在不断发展的建筑消防工程科学领域取得了进展。尽管由于可用计算能力的不足,最初在利用机器学习和神经网络方面存在延迟,但对尖端科学研究的回顾表明,科学家们现在正在探索并将这些系统常规地纳入他们的研究过程中。因此,大量的新研究正在产生,其中包括人工智能在消防工程中的应用。应该对这些发现和研究问题进行总结、组织,并使其易于进一步调查和改进。本研究旨在确定与人工智能在消防工程中的应用有关的最新科学出版物,特别关注那些通过建筑元素解决传热问题的出版物。在医学进步研究领域实施的元叙事评论方法被讨论、改编并最终用于编织叙事,使读者能够跟随最新的、有影响力的和有影响力的作品。努力揭示使用人工智能在火灾载荷下寻找传热模型和性能的趋势。回顾总结了我们对未来研究如何丰富当前关于暴露于火灾和高温下的建筑物传热的发现的想法。
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引用次数: 0
Characterization of Medium-Scale Accidental Releases of LNG 中等规模LNG意外释放的表征
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-06-30 DOI: 10.3390/fire6070257
Paolo Mocellin, G. Pio, M. Carboni, F. Pilo, C. Vianello, E. Salzano
The need for sustainable energy sources has recently promoted the use of liquefied natural gas (LNG) as a low-carbon fuel. Although economic evaluations indicate the transportation of LNG as a convenient solution for long distances between markets and reservoirs, several concerns are still present regarding its safe use and transportation. The preliminary evaluations performed in this work indicate that credible releases deriving from real bunkering operations result in pools having a diameter smaller than 1 m, which has been poorly investigated so far. Hence, an experimental campaign devoted to the characterization of a medium-scale release of LNG was carried out either in the presence or absence of an ignition source. An evaporation rate of 0.005 kg s−1 m−2 was collected for the non-reactive scenario, whereas the measured burning rate was 0.100 kg s−1 m−2. The reduction factor of 20 demonstrates the inaccuracy in the commonly adopted assumption of equality between these values for the LNG pool. Flame morphology was characterized quantitatively and qualitatively, showing a maximum ratio between flame height and flame diameter equal to 2.5 and temperatures up to 1100 K in the proximity of the flame.
对可持续能源的需求最近推动了液化天然气(LNG)作为低碳燃料的使用。尽管经济评估表明,液化天然气的运输是市场和水库之间长距离运输的方便解决方案,但在其安全使用和运输方面仍然存在一些问题。在这项工作中进行的初步评价表明,来自实际加注作业的可靠释放导致池的直径小于1米,迄今为止对这一点的研究很少。因此,在存在或不存在点火源的情况下,进行了一项致力于表征中等规模液化天然气释放的实验活动。在非反应情景下,蒸发速率为0.005 kg s−1 m−2,而燃烧速率为0.100 kg s−1 m−2。20的折减系数表明,对于LNG池,通常采用的这些值相等的假设是不准确的。火焰形态的定量和定性表征表明,火焰高度与火焰直径的最大比值为2.5,火焰附近温度高达1100 K。
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引用次数: 0
Comment on Laming et al. The Curse of Conservation: Empirical Evidence Demonstrating That Changes in Land-Use Legislation Drove Catastrophic Bushfires in Southeast Australia. Fire 2022, 5, 175 对Laming等人的评论:保护的诅咒:证明土地利用立法变化导致澳大利亚东南部发生灾难性丛林大火的经验证据。火灾2022,5175
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-06-30 DOI: 10.3390/fire6070260
M. Feller
Laming et al. [...]
Laming等人[…]
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引用次数: 0
A Prediction Model for Smoke Spread Path in High Rise Building Fires Based on Graph Theory 基于图论的高层建筑火灾烟气蔓延路径预测模型
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-06-30 DOI: 10.3390/fire6070258
Haoyou Zhao, Zhaoyang Yu, Jinpeng Zhu
To satisfy the demand for rapid prediction of smoke transmission paths in high-rise building fires, a graph-based model was developed. The model represents a high-rise building as a Directed Acyclic Graph (DAG) grid model and employs computer simulation to determine the smoke transmission path and generate prediction results. The results were compared with those from similar simulations and were found to be consistent, indicating the feasibility and objective nature of the prediction results. Compared to other methods, this model has a shorter modeling time and can quickly provide prediction results. Furthermore, it can be applied to buildings of any structure, thus serving as a reference for smoke control design in high-rise building fire protection systems, particularly in cases involving complex internal structures.
为了满足高层建筑火灾烟气传播路径快速预测的需求,开发了一个基于图的模型。该模型将高层建筑表示为有向非循环图(DAG)网格模型,并采用计算机模拟来确定烟雾传播路径并生成预测结果。将结果与类似模拟的结果进行了比较,结果一致,表明了预测结果的可行性和客观性。与其他方法相比,该模型建模时间更短,可以快速提供预测结果。此外,它可以应用于任何结构的建筑,从而为高层建筑消防系统的防排烟设计提供参考,特别是在涉及复杂内部结构的情况下。
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引用次数: 0
A New Perspective on Hydrogen Chloride Scavenging at High Temperatures for Reducing the Smoke Acidity of PVC Cables in Fires, IV: The Impact of Acid Scavengers at High Temperatures on Flame Retardance and Smoke Emission 高温氯化氢清除降低火灾中PVC电缆烟酸的新研究,IV:高温除酸剂对阻燃性和排烟性的影响
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-06-30 DOI: 10.3390/fire6070259
Iacopo Bassi, Francesca Delchiaro, Claudia Bandinelli, L. Mazzocchetti, E. Salatelli, Gianluca Sarti
In PVC compounds, hydrogen chloride plays a fundamental role in ·H and ·OH radical trapping, lowering the flame energy during combustion. Furthermore, it yields actual Lewis acids promoting the cross-linking of the polyene sequences from PVC degradation and bringing a char layer, protecting PVC items from flames. Therefore, PVC is inherently flame-retarded. However, plasticized PVC requires flame retardants and smoke suppressants to enhance fire performance. Low-smoke acidity PVC compounds have been developed to reduce the HCl emission during combustion and, therefore, the acidity of the smoke. They contain potent acid scavengers capable of acting at high temperatures. They react with hydrogen chloride in the condensed phase, making it unavailable in the gas and even in the condensed phase, compromising the reaction to fire and enhancing the smoke produced during the combustion. The effect of the sequestration of hydrogen chloride in PVC compounds for cables by potent acid scavengers is studied in this paper through measurements of oxygen index, heat release, and smoke production. It is noteworthy that the potent acid scavengers strongly affect parameters such as the oxygen index, the fire growth rate in cone calorimetry, the specific (total) heat capacity, and the specific heat of combustion of fuel gases in micro combustion calorimetry. In some formulations, acid scavengers reduce the oxygen index below the values of the formulations without flame retardants and double their fire growth rate. In fact, they neutralize the action of antimony trioxide and Lewis acid precursors commonly used as flame retardants and smoke suppressants in PVC items, making them prone to ignite, release smoke, and spread flame. A new generation of flame retardants and smoke suppressants is needed to keep together the low-smoke acidity and the fire performance in PVC items.
在PVC化合物中,氯化氢在捕获·H和·OH自由基中起着重要作用,从而降低燃烧过程中的火焰能量。此外,它产生实际的刘易斯酸,促进PVC降解中多烯序列的交联,并产生炭层,保护PVC物品免受火焰的伤害。因此,PVC具有固有的阻燃性。然而,塑化PVC需要阻燃剂和抑烟剂来提高防火性能。低烟酸度PVC化合物已开发,以减少燃烧过程中的HCl排放,因此,烟雾的酸度。它们含有能在高温下起作用的强效酸清除剂。它们在缩合相中与氯化氢反应,使其在气体中甚至在缩合相中都不可用,从而影响了对火的反应并增强了燃烧过程中产生的烟雾。本文通过氧指数、放热量和产烟量的测定,研究了强效酸清除剂对电缆用PVC化合物中氯化氢的吸附效果。值得注意的是,强效酸清除剂对氧指数、锥体量热法的火焰生长速率、微燃烧量热法中燃料气体的比热容(总热容量)和燃烧比热等参数的影响很大。在某些配方中,酸清除剂将氧指数降低到不含阻燃剂配方的值以下,并使其火焰增长速度增加一倍。事实上,它们中和了三氧化二锑和刘易斯酸前体的作用,这些前体通常被用作PVC物品的阻燃剂和抑烟剂,使它们易于点燃,释放烟雾并传播火焰。新一代阻燃剂和抑烟剂需要同时保持低烟酸性和防火性能的PVC制品。
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引用次数: 1
Indoor Air Quality Sensor Utilization for Unwanted Fire Alarm Improvement in Studio-Type Apartments 利用室内空气质量传感器改善工作室式公寓的意外火灾报警
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-06-29 DOI: 10.3390/fire6070255
Han-bit Choi, Euy-hong Hwang, Don-mook Choi
Smoke detectors play a vital role in evacuation and safety during fire incidents, as they directly contribute to the reliability and accuracy of firefighting systems. However, if not installed properly, smoke detectors can trigger unwanted fire alarms (UWFAs), particularly in studio-type apartments. Therefore, this study aimed to develop a method for reducing UWFAs by addressing the challenges posed by cooking by-products in such environments. The proposed algorithm was validated through tests, considering relevant literature and standards, and utilizing indoor air quality sensors. Verification tests were conducted to enhance the accuracy of the algorithm. Based on the experimental results, cutoff values of 5 ppm for CO and 7000 μg/m3 for PM10.0 were proposed as criteria for identifying UWFAs caused by cooking by-products.
烟雾探测器在火灾事件中的疏散和安全方面发挥着至关重要的作用,因为它们直接有助于消防系统的可靠性和准确性。然而,如果安装不当,烟雾探测器可能会触发不必要的火灾警报,尤其是在单间公寓中。因此,本研究旨在通过解决在这种环境中烹饪副产品带来的挑战,开发一种减少UWFA的方法。考虑到相关文献和标准,并利用室内空气质量传感器,通过测试验证了所提出的算法。为了提高算法的准确性,进行了验证测试。根据实验结果,提出了CO的临界值为5ppm和PM10.0的临界值7000微克/立方米作为识别烹饪副产品引起的UWFA的标准。
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引用次数: 2
Comment on Laming et al. The Curse of Conservation: Empirical Evidence Demonstrating That Changes in Land-Use Legislation Drove Catastrophic Bushfires in Southeast Australia. Fire 2022, 5, 175 对Laming等人的评论。保护的诅咒:经验证据表明,土地使用立法的变化导致了澳大利亚东南部灾难性的森林大火。火2022,5,175
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-06-29 DOI: 10.3390/fire6070253
Ian Penna
In 1970, the Victorian state government in Australia established the Land Conservation Council (LCC) to study the state’s publicly-owned land and make recommendations for its use [...]
1970年,澳大利亚维多利亚州政府成立了土地保护委员会(LCC),以研究该州的公有土地,并就其使用提出建议〔…〕
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引用次数: 0
Mapping the Most Susceptible Regions to Fire in Portugal 绘制葡萄牙最易受火灾影响地区的地图
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-06-29 DOI: 10.3390/fire6070254
Tiago Ermitão, Patrícia Páscoa, I. Trigo, Catarina Alonso, C. Gouveia
Mediterranean European countries, including Portugal, are considered fire-prone regions, being affected by fire events every summer. Nonetheless, Portugal has been recording large burned areas over the last 20 years, which are not only strongly associated with hot and dry conditions, but also with high fuel availability in the ecosystems. Due to recent catastrophic fire seasons, Portugal has been implementing preventive policies during the pre-fire season, which, in turn, can optimize combat strategies during the fire season. In this context, our study contributes to fire prevention by identifying the regions with the highest potential to burn. The application of a Principal Component Analysis (PCA) to a range of climatological, ecological, and biophysical variables, either provided by remote sensing or reanalysis products, and known to be linked with diverse fire-vulnerability factors, allows the objective identification of the regions with the highest susceptibility to burn. The central and southernmost areas of Portugal present a stronger signal in the PCA, suggesting a likely high exposure to future fire events. The fuel accumulation over several months, in conjunction with elevation and fire weather conditions, are the terms out of the retained PCs that can explain most of the variability. The quality assessment performed for the burned areas in 2022 showed that they occurred in highly susceptible areas, highlighting the usefulness of the proposed methodology.
包括葡萄牙在内的地中海欧洲国家被认为是火灾多发地区,每年夏天都会受到火灾事件的影响。尽管如此,在过去的20年里,葡萄牙已经记录了大面积的燃烧区域,这不仅与炎热和干燥的条件密切相关,而且与生态系统中的高燃料可用性有关。由于最近的灾难性火灾季节,葡萄牙一直在火灾前季节实施预防政策,这反过来又可以优化火灾季节的战斗策略。在这种情况下,我们的研究有助于通过识别具有最高燃烧潜力的区域来预防火灾。将主成分分析(PCA)应用于遥感或再分析产品提供的一系列气候、生态和生物物理变量,这些变量已知与各种火灾易损性因素有关,从而可以客观地确定最容易发生火灾的地区。葡萄牙中部和最南部地区在PCA中呈现出更强的信号,表明未来可能发生火灾事件的风险很高。几个月的燃料积累,结合海拔和火灾天气条件,是保留的pc中可以解释大部分变化的术语。对2022年烧毁地区进行的质量评估表明,它们发生在高度易感地区,突出了所提出方法的实用性。
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引用次数: 1
Performance-Based Fire-Protection Design of Public Amenities with Restrained Personnel Activities 基于性能的人员活动受限公共设施消防设计
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-06-29 DOI: 10.3390/fire6070256
Xuejun Jia, Yongsheng Wang, Jingtao Chen, Z. Fang, K. Xia, He Wang
In this paper, performance-based fire-protection design is used for the fire-safety design of public amenities with restrained personnel activities. In these places, tourists’ activities are constrained in a limited space such as cockpit moving along the track. Since it is another typical scenario of fire-protection problem that cannot fully comply with the current mandatory codes and regulations, simulation analysis is used in order to ensure that such fire scenario could achieve performance objectives as expected. Firstly, corresponding fire-protection performance objectives, strategies and simplified evaluation criteria are brought forward in this paper. Then, through simulating the smoke flow in the fire using the computational fluid dynamics software FDS, the effectiveness of the smoke control strategy is verified. Meanwhile, the escaping environments of these fire scenes are analyzed. Further, the personnel evacuation simulation software (Pathfinder) is resorted to simulate the personnel emergency evacuation. The efficiency and the total time that consumed are obtained. Finally, by analyzing the similarities and differences of evacuation under different fire scenes, the fire and smoke spread in the riding area can be effectively controlled, and a safe evacuation environment can be provided for the evacuation of tourists.
本文将性能化消防设计用于人员活动受限的公共设施的消防安全设计。在这些地方,游客的活动被限制在有限的空间内,比如沿着轨道移动的驾驶舱。由于这是消防问题的另一个典型场景,不能完全符合现行强制性法规,因此使用模拟分析来确保此类火灾场景能够达到预期的性能目标。本文首先提出了相应的消防性能目标、策略和简化的评价标准。然后,利用计算流体力学软件FDS模拟火灾中的烟气流动,验证了烟气控制策略的有效性。同时,对这些火灾现场的逃生环境进行了分析。此外,人员疏散模拟软件(Pathfinder)用于模拟人员紧急疏散。获得了效率和消耗的总时间。最后,通过分析不同火灾场景下疏散的异同,可以有效控制骑行区的火灾和烟雾蔓延,为游客疏散提供安全的疏散环境。
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引用次数: 0
Silica Fume Enhances the Mechanical Strength of Alkali-Activated Slag/Fly Ash Pastes Subjected to Elevated Temperatures 硅灰提高碱活性矿渣/粉煤灰在高温下的机械强度
IF 3.2 3区 农林科学 Q2 ECOLOGY Pub Date : 2023-06-27 DOI: 10.3390/fire6070252
Weidong Dai, Yachao Wang
The fireproof design of geopolymers through adjusting multi-component metallurgical solid wastes has attracted increasing attention, due to their potential low carbon emission, cost effectiveness, and role in environmental conservation. Herein, the effects of silica fume (SF) on the microstructure and mechanical properties of alkali-activated slag/FA (fly ash) pastes subjected to elevated temperatures (150, 500, 850, and 1200 °C) are investigated to clarify whether or not SF has a positive role in the mechanical strength of the slag/FA (slag/FA = 30:70, wt.%) geopolymer during building fires. The results show that the replacement of FA with 10 wt.% SF (silica fume) promotes the increasing pore volume with a diameter of 0.2~3 μm, leading to an increase in the compressive or flexural strength below 850 °C, “right shifts” of the endothermic peak, and uniform and compact fracture surfaces. Meanwhile, gehlenite and labradorite are generated after exposure above 850 °C. The bloating effect of the SF-containing sample occurs at 1200 °C, leading to a greater deformation due to the further restructuring of the amorphous geopolymer chain N–A–S–H or N–(Ca)–A–S–H composed of [SiO4]4− and [AlO4]5−. This paper explores an effective approach to improving geopolymers’ fireproof performance by adjusting the formulation of solid waste.
通过调节多组分冶金固体废物对地质聚合物进行防火设计,由于其潜在的低碳排放、成本效益和环保作用,越来越受到关注。本文研究了硅灰(SF)对碱活性矿渣/FA(粉煤灰)浆体在高温(150、500、850和1200°C)下的微观结构和力学性能的影响,以阐明SF在建筑火灾期间是否对矿渣/FA的机械强度(矿渣/FA=30:70,wt.%)有积极作用。结果表明,用10wt.%SF(硅灰)代替FA促进了直径为0.2~3μm的孔体积的增加,导致850°C以下的抗压或抗弯强度增加,吸热峰“右移”,断裂面均匀致密。同时,在850°C以上暴露后,产生了葛莱石和拉伯拉陨石。含SF样品的膨胀效应发生在1200°C下,由于由[SiO4]4−和[AlO4]5−组成的无定形地质聚合物链N–a–S–H或N–(Ca)–a–S–H的进一步重组,导致更大的变形。本文探讨了通过调整固体废弃物的配方来提高地质聚合物防火性能的有效途径。
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引用次数: 0
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Fire-Switzerland
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