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Review of state-of-the-art decision support systems (DSSs) for prevention and suppression of forest fires 被引量:3
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作者 Stavros Sakellariou Stergios Tampekis +2 位作者 Fani Samara Athanassios Sfougaris Olga Christopoulou 《Journal of Forestry Research》 SCIE CAS CSCD 2017年第6期1107-1117,共11页
Forest ecosystems are our priceless natural resource and are a key component of the global carbon budget. Forest fires can be a hazard to the viability and sustainable management of forests with consequences for natur... Forest ecosystems are our priceless natural resource and are a key component of the global carbon budget. Forest fires can be a hazard to the viability and sustainable management of forests with consequences for natural and cultural environments, economies, and the life quality of local and regional populations. Thus, the selection of strategies to manage forest fires, while considering both functional and economic efficiency, is of primary importance. The use of decision support systems(DSSs) by managers of forest fires has rapidly increased. This has strengthened capacity to prevent and suppress forest fires while protecting human lives and property. DSSs are a tool that can benefit incident management and decision making and policy, especially for emergencies such as natural disasters. In this study we reviewed state-of-the-art DSSs that use: database management systems and mathematical/economic algorithms for spatial optimization of firefighting forces; forest fire simulators and satellite technology for immediate detection and prediction of evolution of forest fires; GIS platforms that incorporate several tools to manipulate, process and analyze geographic data and develop strategic and operational plans. 展开更多
关键词 Decision support systems fire behavior simulation Forest fires Geographic information system Mathematical algorithms Risk management
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Comparisons and Assessment of Forest Fire Danger Systems 被引量:1
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作者 TianXiao-rui DouglasJMcrae +4 位作者 DenBoychu JinJi-zhong GaoCheng-da ShuLi-fu WangMing-yu 《Forestry Studies in China》 CAS 2005年第1期53-61,共9页
The paper gives a brief description about the current main forest fire danger rating systems in the world, which in- clude forest fire danger rating system used in Canada, USA, Australia, and other countries. It show... The paper gives a brief description about the current main forest fire danger rating systems in the world, which in- clude forest fire danger rating system used in Canada, USA, Australia, and other countries. It shows the composition, structure and development of the main fire danger rating systems. The limitations of those systems are also discussed. Through a comparison of the three main forest fire danger rating systems the paper describes their differences on development, fuel complex descriptions, inputs and outputs, and their applications and finds that the technologies of the Canadian forest fire danger rating system can be adopted for China to develop a national forest fire danger rating system. Two steps are needed to develop our own national forest fire danger rating system. Firstly, we apply the CFFDRS directly. Then some studies should be done to calibrate the FDRS to local weather and fuel characteristics. 展开更多
关键词 fire danger rating system COMPARISON ASSESSMENT
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An expert system for diagnosing fire-caused damages to reinforced-concrete tunnel lining 被引量:1
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作者 MANSOOR Yousif A. ZHANG Zhi-qiang 《Journal of Chongqing University》 CAS 2013年第1期16-26,共11页
During the last four decades, reinforced-concrete structure failures have been happening widely for many reasons, such as increased service loads, war accidents, fire, and durability problems. The economic losses due ... During the last four decades, reinforced-concrete structure failures have been happening widely for many reasons, such as increased service loads, war accidents, fire, and durability problems. The economic losses due to those failures are very high. An expert system is an interactive computer-based decision tool that uses both facts and heuristics to solve difficult problems based on knowledge acquired from experts. To realize these requirements, a logic programming visual basic language is used together with visual diagnosis. The expert system, Diagnosis of Fire-Caused Damages to Reinforced-Concrete Tunnel Lining (DFCDRCTL) was developed in this work for diagnosing the annual damages caused by fire. The program is used as an alternative of a human expert to make annual technical decisions in diagnosing fire damages at the second reinforced-concrete tunnel lining segment. It is concluded that the proposed DFCDRCTL expert system is easy to use, and is fast and helpful for engineers. 展开更多
关键词 expert system fire damage of reinforced concrete tunnel lining damage
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Intelligent Design and Implementation of Missile Fire Control System
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作者 谢春思 王敏庆 +2 位作者 李卫海 刘喜作 金良安 《Defence Technology(防务技术)》 SCIE EI CAS 2006年第4期297-300,共4页
Missile fire control system is the core of ship-based missile weapon system, whose safeguard level has direct relation with the attack ability of naval vessels. After a long period of deep investigation and research, ... Missile fire control system is the core of ship-based missile weapon system, whose safeguard level has direct relation with the attack ability of naval vessels. After a long period of deep investigation and research, it was found that, in one missile fire control system, there are such problems as single safeguard system, low ratio of cost to efficiency, etc. By adopting intelligent control techniques and many measures to multiple securities, the new type of assistant system is designed, some difficult problems are solved, such as fixed project channel and unitary means of missiles, which can make the equipment carry out combat mission reliably and continuously. 展开更多
关键词 海基导弹武器系统 火力控制系统 智能设计 智能控制 费效比
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Tank Fire Control Systems Accuracy Assignment Based on Fuzzy Comprehensive Judgment Method
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作者 刘文果 陈杰 窦丽华 《Journal of Beijing Institute of Technology》 EI CAS 2003年第4期347-351,共5页
A method of accuracy assignment based on fuzzy comprehensive judgment method (FCJM) in tank fire control system is proposed. From the flowing route of the error sources and their respective correlative signals, the tr... A method of accuracy assignment based on fuzzy comprehensive judgment method (FCJM) in tank fire control system is proposed. From the flowing route of the error sources and their respective correlative signals, the transfer functions of several sources are analysed by means of mathematic simulation, and FCJM is applied to obtain the cost comprehensive factor for each part of system, combining its error sensitivity factor the mathematical model is built to solve the accuracy assignment problem. Simulation result shows the proposed method can help designer of tank fire control system work out an optimal system more efficiently and more economically. 展开更多
关键词 fire control system accuracy assignment error sources fuzzy comprehensive judgment
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Hazard analysis system of urban post-earthquake fire based on GIS 被引量:2
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作者 李杰 江建华 李明浩 《Acta Seismologica Sinica(English Edition)》 EI CSCD 2001年第4期448-455,共8页
The authors study the structure, functions and data organization for the hazard analysis system of urban post-earthquake fire on the platform of GIS. A general hazard analysis model of the post-earthquake fire is pres... The authors study the structure, functions and data organization for the hazard analysis system of urban post-earthquake fire on the platform of GIS. A general hazard analysis model of the post-earthquake fire is presented. Taking Shanghai central district as background, a system for hazard analysis of the post-earthquake fire and auxiliary decision-against fire is developed. 展开更多
关键词 geographic information system (GIS) post-earthquake fire hazard analysis
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Accuracy Assignment Study of Tank Fire Control System Based on Value Analysis Method
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作者 窦丽华 张佳 陈杰 《Journal of Beijing Institute of Technology》 EI CAS 2006年第4期411-415,共5页
A method of accuracy assignment based on value analysis method (VAM) in tank fire control system (TFCS) is proposed. From the analysis of primary error sources and their error transfer relationships, the mathemati... A method of accuracy assignment based on value analysis method (VAM) in tank fire control system (TFCS) is proposed. From the analysis of primary error sources and their error transfer relationships, the mathematical model is built on the basis of VAM to solve the accuracy assignment problem. Simulation results show the validation and feasibility of the proposed method. It can help designer of tank fire control system work out an optimal system more efficiently and more economically. 展开更多
关键词 tank fire control system(TFCS) accuracy assignment value analysis method(VAM)
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System Performance and Pollution Emission of Biomass Gas Co-Firing in a Coal-Fired Boiler
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作者 Sikandar Abid Xiaotao Zhang +3 位作者 Weidong Zhang Haoliang Mu Chengyu Zhang Aijun Wang 《Journal of Power and Energy Engineering》 2020年第10期18-25,共8页
To reduce greenhouse gases emission and increase the renewable energy uti</span><span style="font-family:Verdana;">lization portion in the world, the biomass gasification coupled with a coal-fire... To reduce greenhouse gases emission and increase the renewable energy uti</span><span style="font-family:Verdana;">lization portion in the world, the biomass gasification coupled with a coal-fired </span><span style="font-family:Verdana;">boiler power generation system is studied. It is a challenge to achieve optimum performance for the coupled system. The models of biomass gasification coupled with co-firing of coal in a boiler have been established. A comparative study of three kinds of biomass (Food Rubbish, Straw and Wood Pellets) has </span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;">been </span></span></span><span><span><span><span style="font-family:Verdana;">done. The syngas produced in a 10 t/h gasifier is fed to a 330 MWe coal-fired boiler for co-combustion, and the co-firing performances have been compared with pure coal combustion case under the conditions of constant boiler load. Results show that co-firing decreases the furnace combustion temperature and raises the flue gas temperature for Food Rubbish and Straw, while, flue gases temperature decrease in case of Wood Pellets. At the same time NO<sub>x</sub> and SO<sub>x</sub> emissions have reduced. The system efficiencies at constant load for Food Rubbish, Straw and Wood Pellets are 83.25%, </span><span style="font-family:Verdana;">83.88% and 82.56% when the optimum conditions of gasification and co-firing </span><span style="font-family:Verdana;">process are guaranteed. 展开更多
关键词 Biomass Gasification Coal-fired Boiler system Efficiency Optimal Air to Biomass Ratio
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34 GHz Bandpass Filter for Low-temperature Co-fired Ceramic System-in-Package Application
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作者 XU Ziqiang SHI Yu +2 位作者 ZENG Zhiyi LIAO Jiaxuan LI Tian 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2011年第2期309-315,共7页
Modern electronic circuit requires compact,multifunctional technology in communication systems.However,it is very difficult due to the limitations in passive component miniaturization and the complication of fabricati... Modern electronic circuit requires compact,multifunctional technology in communication systems.However,it is very difficult due to the limitations in passive component miniaturization and the complication of fabrication process.The bandpass filter is one of the most important passive components in millimeter(mm)-wave communication system,attracting significant interest in three-dimension(3D) miniaturized design,which is few reported.In this paper,a bandpass filter structure using low-temperature co-fired ceramic(LTCC) technology,which is fully integrated in a system-in package(SIP) communication module,is presented for miniaturized and high reliable mm-wave application.The bandpass filter with 3D end-coupled microstrip resonators is implemented in order to achieve a high performance bandwidth characteristic.Specifically,all of the resonators are embedded into different ceramic layers to decrease the insertion loss and enhance the out-of-band rejection performance by optimizing the coupling coefficient and the coupling strength.A fence structure,which is formed by metal-filled via array with the gap less than quarter wavelength,is placed around the embedded bandpass filter to avoid electromagnetic(EM) interference problem in multilayer structure.This structural model is validated through actual LTCC process.The bandpass filter is successfully manufactured by modifying the co-fireablity characteristics,adjusting the sintering profile,releasing the interfacial stress,and reducing the shrinkage mismatch with different materials.Measured results show good performance and agree well with the high frequency EM full wave simulation.The influence of layer thickness and dielectric constant on the frequency response in fabricated process is analyzed,where thicker ceramic sheets let the filter response shift to higher frequency.Moreover,measured S-parameters denote the center frequency is also strongly influenced by the variation of ceramic material's dielectric constants.By analyzing the relationship between the characteristics of the ceramic tape and the center frequency of the filter,both theoretical and experimental data are accumulated for broadening application filed.With the coupling resonators embedded into the ceramic layers,the bandpass filter exhibits advantages of small size and high reliability compared to conventional planar filter structure,which makes the bandpass filter suitable for SIP communicational application. 展开更多
关键词 three-dimensional(3D) structure bandpass filter low-temperature co-fired ceramic(LTCC) system in package(SIP)
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A Review on Mine Fire Disasters and Assessment of Fire Detection Using a Dual-Cab Suppression System
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作者 Idongesit Bassey Utip Yulong Zhang +2 位作者 Li Ren Appiah Augustine Junfeng Wang 《Journal of Geoscience and Environment Protection》 2022年第12期29-44,共16页
The health and productivity of mining operations are negatively impacted by coal mine fires, making them dangerous. It happened everywhere, in both working and abandoned coal mines. This study seeks to review and prov... The health and productivity of mining operations are negatively impacted by coal mine fires, making them dangerous. It happened everywhere, in both working and abandoned coal mines. This study seeks to review and provide technical analytics of potential mine fires and fire detection in a Dual-Cab suppression system. Analysis was done on potential mine fires like spontaneous combustion, flammable gas explosions, and cab vehicle fires. Additionally, a review of the NIOSH experiment was conducted to assess the performance of smoke and flame detectors in a dual-cab suppression system. This study guides both open-pit and underground mining operations. Additionally, a few ideas and suggestions are presented to assist with on-the-job safety analysis, ensuing creative alterations, and technology advancement for the mining industry’s overall safety. 展开更多
关键词 Coal Spontaneous Combustion Mine fire fire Detection Suppression system Dual-Cab
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Application of Composite Materials in the Fire Explosion Suppression System
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作者 REN Shah 《International Journal of Plant Engineering and Management》 2012年第1期17-23,共7页
In order to lighten the weight of the special vehicles and improve their mobility and flexibility, the weight of all subsystems of the whole vehicle must be reduced in the general planning. A fire explosion suppressio... In order to lighten the weight of the special vehicles and improve their mobility and flexibility, the weight of all subsystems of the whole vehicle must be reduced in the general planning. A fire explosion suppression system is an important subsystem for the self-protection of vehicle, protection of crews and safety of a vehicle. The performances of the special vehicles determine their survival ability and combat capability. The composite bottle is made of aluminum alloy with externally wrapped carbon fiber ; it has been proven by a large number of tests that the new type explosion suppression fire distinguisher made of such composite materials applied in the special vehicle has reliable performance, each of its technical indexes is higher or equal to that of a steel distinguisher, and the composites can also optimize the assembly structure of the bottle, and improve the reliability and corrosion resistance. Most important is that the composite materials can effectively lighten the weight of the fire explosion suppression system to reach the target of weight reduction of the subsystem in general planning. 展开更多
关键词 protection performance fire explosion suppression system composite materials explosion suppression fire distinguisher weight reduction of the subsystem
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APPLICATION OF DIRECT BTT GUIDANCE LAW BASED ON NONLINEAR INVERSE SYSTEM THEORY TO INTEGRATED FIRE/FLIGHT SYSTEMS(IFFS)
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作者 Ma Xiaojun Zhang Minglian Wen Chuanyuan(Faculty 305, Beijing University Of Aeronautics and Astronautics,Beijing, China, 100083) 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 1996年第4期305-311,共7页
To counter BTT guidance mode, new relative motion equations of the targetaircraft and the attack aircraft are proposed. The inverse system theory of the nonlinearcontrol is used, and the direct BTT-180 guidance comman... To counter BTT guidance mode, new relative motion equations of the targetaircraft and the attack aircraft are proposed. The inverse system theory of the nonlinearcontrol is used, and the direct BTT-180 guidance command is solved, which can operatethe attack aircraft to automatically complete the flight mission of the preceding stage ofthe terminal weapon delivery, and thus the automatic attack is extended from the stage ofthe terminal weapon delivery to the preceding stage of the terminal weapon delivery. 展开更多
关键词 fire control flight control nonlinear systems inverse system direct BTT guidance law automatic control ATTACK
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枪械击发点火系统的点火可靠性仿真分析
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作者 张树霞 李一蕊 +3 位作者 魏志芳 王志军 张克斌 朱亚辉 《含能材料》 EI CAS CSCD 北大核心 2024年第11期1194-1205,共12页
为了提高枪械击发点火系统的点火可靠性,研究以一种小口径步枪击发点火系统为研究对象,设计系统模拟试验装置,开展了系统点火性能和可靠性试验研究。在此基础上,采用拉格朗日-欧拉流固耦合方法(ALE)建立了击发点火系统的点火模型,并搭... 为了提高枪械击发点火系统的点火可靠性,研究以一种小口径步枪击发点火系统为研究对象,设计系统模拟试验装置,开展了系统点火性能和可靠性试验研究。在此基础上,采用拉格朗日-欧拉流固耦合方法(ALE)建立了击发点火系统的点火模型,并搭建了参数化仿真平台,以压力启动时间为点火输出性能表征参数,建立了枪械击发点火系统的点火可靠性分析模型。通过将模型计算结果与试验数据进行对比验证,并模拟研究了击发点火系统结构和装配参数变化影响下的可靠性。结果表明:枪械击发点火可靠性分析模型计算结果与试验结果误差为0.72%,模型具有较好的准确性;各因素均值变化对系统可靠性的影响规律为:击针突出量>闭锁间隙>火台头部直径>底火壳厚度>底火装入深度>击针头部直径;标准差变化对系统可靠性影响较小。这些研究结果可为枪械击发点火系统的可靠性设计提供参考。 展开更多
关键词 枪械击发点火系统 点火性能 代理模型 可靠性仿真
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南京定淮门长江隧道新增自动灭火系统设计探讨
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作者 廖改霞 杨涛 潘红兵 《给水排水》 CSCD 北大核心 2024年第5期95-101,共7页
南京定淮门长江隧道为国内已通车的最长水下双管双层盾构隧道,鉴于定淮门长江隧道内现状无自动灭火系统,从隧道运营安全及防灾救援的角度考虑,拟在隧道内增设自动灭火系统。通过对国内水下隧道自动灭火系统设计的研究现状进行分析后,对... 南京定淮门长江隧道为国内已通车的最长水下双管双层盾构隧道,鉴于定淮门长江隧道内现状无自动灭火系统,从隧道运营安全及防灾救援的角度考虑,拟在隧道内增设自动灭火系统。通过对国内水下隧道自动灭火系统设计的研究现状进行分析后,对隧道新增泡沫/水喷雾系统设计的重难点进行了分析,详细介绍了其针对性的设计解决方案及系统中的重要设备设施,包括:隧道专用泡沫喷头的选型、隧道泡沫/水喷雾系统分区设计、新增消防泵房及消防水池选址、消防管道设置、水力计算、系统控制要求及运行控制系统的设计等,总结了设计中的创新点并进行了展望。 展开更多
关键词 水下隧道 改扩建 泡沫/水喷雾系统 自动灭火系统
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基于无人值守的智能化能源管理系统
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作者 赵涛 王屹华 +1 位作者 吕孟恩 侯刚 《兵工自动化》 北大核心 2024年第8期47-50,共4页
针对我国火炮智能科技与无人值守等相关技术的研究现状,提出火炮无人值守能源管理与建设方案。采用变能装置储能,实现能源合理利用与分配。利用神经网络、智能学习等技术,实现基于任务导向模型规则的知识型系统。通过故障的隔离、诊断... 针对我国火炮智能科技与无人值守等相关技术的研究现状,提出火炮无人值守能源管理与建设方案。采用变能装置储能,实现能源合理利用与分配。利用神经网络、智能学习等技术,实现基于任务导向模型规则的知识型系统。通过故障的隔离、诊断和重构,实现能源系统的自主故障管理。结果表明:该研究能够满足地面武器能源的智能化、无人化、信息化管理要求,对未来火炮无人值守能源分系统的研究与工程化应用具有较为重要的意义。 展开更多
关键词 无人值守 未来战争 能源管理 火力打击系统 智能化
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变压器电弧故障防爆燃技术现状与发展趋势
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作者 周远翔 李宇航 +3 位作者 赵义焜 滕陈源 卢理成 李鹏 《高电压技术》 EI CAS CSCD 北大核心 2024年第10期4273-4296,共24页
变压器是输电系统中最重要的设备之一,变压器油箱内电弧放电引起的压力上升极易导致油箱爆炸甚至引发大规模火灾事故,严重威胁电力系统的安全运行。为此从变压器状态监测、状态评价等方面总结了变压器故障预警技术的发展,介绍了变压器... 变压器是输电系统中最重要的设备之一,变压器油箱内电弧放电引起的压力上升极易导致油箱爆炸甚至引发大规模火灾事故,严重威胁电力系统的安全运行。为此从变压器状态监测、状态评价等方面总结了变压器故障预警技术的发展,介绍了变压器电弧故障快速清除的策略,从变压器电弧故障压力特征研究、变压器油箱优化设计、压力释放技术等方面阐述了变压器本体防爆技术的发展,并简要介绍了变压器火灾消防技术。另外,对比分析了现有变压器防爆燃技术的优势与不足,提出从预警、清除、防爆、消防等4个层级建立全面立体的变压器电弧故障爆燃防御体系,为变压器电弧防爆燃技术发展、保障输电系统安全可靠运行提供完整的思路。 展开更多
关键词 变压器 电弧故障 爆燃 立体防御体系 快速清除技术 压力特性 防爆设计 消防系统
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基于杯式燃烧器测试系统的灭火性能评价研究进展
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作者 韩志跃 杨军 +2 位作者 杜志明 李昊阳 王珊珊 《安全与环境学报》 CAS CSCD 北大核心 2024年第2期560-569,共10页
杯式燃烧器试验是消防领域用于测定气体灭火剂最小灭火浓度的经典方法。自哈龙灭火剂被淘汰以来,哈龙替代物经历了不同相态的发展,促使杯式燃烧器测试系统进行相应的改进,同时基于杯式燃烧器测试系统的灭火性能评价研究也在不断拓展。... 杯式燃烧器试验是消防领域用于测定气体灭火剂最小灭火浓度的经典方法。自哈龙灭火剂被淘汰以来,哈龙替代物经历了不同相态的发展,促使杯式燃烧器测试系统进行相应的改进,同时基于杯式燃烧器测试系统的灭火性能评价研究也在不断拓展。综述了国内外杯式燃烧器测试系统的使用和改进研究,重点介绍了适用于气相、液相、固相和复合相灭火剂的杯式燃烧器测试系统和测试方法,分别对气相、液相、含添加剂细水雾、干粉、复合灭火剂的灭火效率进行了总结和分析,综述了各相态灭火剂灭火性能评价研究。未来,杯式燃烧器测试系统仍将不断被改善,在灭火剂筛选和灭火性能评价等方面将发挥更重要的作用。 展开更多
关键词 安全工程 杯式燃烧器 测试系统 灭火剂 最小灭火浓度(MEC) 灭火性能
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美国消防员教育培训体系对我国的启示
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作者 唐文俐 《消防科学与技术》 CAS 北大核心 2024年第11期1610-1614,共5页
改制转隶后,我国消防救援队伍职能大幅拓展,瞄准“全灾种、大应急”的使命任务,努力在新挑战中取得新进展、实现突破。针对原有教育培训体系无法完全适应职能拓展后的培训需求问题,本文介绍了美国消防员教育培训体系的情况,包括美国消... 改制转隶后,我国消防救援队伍职能大幅拓展,瞄准“全灾种、大应急”的使命任务,努力在新挑战中取得新进展、实现突破。针对原有教育培训体系无法完全适应职能拓展后的培训需求问题,本文介绍了美国消防员教育培训体系的情况,包括美国消防员的招录与选拔、培训与上岗、教育培训内容与方法等方面。指出我国消防员教育培训体系存在资源分布不均、培训内容不足、缺乏实战反馈机制等问题。基于对美国消防教育培训体系的研究,提出应建立和优化我国的消防教育培训体系、强化公共消防教育和文化建设、完善消防法律法规体系、注重实践性和应用性、注重与国际交流。借鉴美国先进经验,对提升我国消防员专业素质和应对突发事件能力具有重要意义。 展开更多
关键词 美国消防教育 消防教育培训体系 消防员选拔
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职业化背景下消防法律问题研究
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作者 周孜予 苗文博 《佳木斯大学社会科学学报》 2024年第1期57-60,68,共5页
火灾事故频发既给我国火灾防控带来了巨大挑战,也对我国火灾防控管理法治化提出了更高的要求。针对我国消防部门改革转隶后职业化发展建设仍存在着消防法律体例架构不完备、法律保障机制不健全、法律责任不完善等问题,根据“十四五”消... 火灾事故频发既给我国火灾防控带来了巨大挑战,也对我国火灾防控管理法治化提出了更高的要求。针对我国消防部门改革转隶后职业化发展建设仍存在着消防法律体例架构不完备、法律保障机制不健全、法律责任不完善等问题,根据“十四五”消防规划的总体布局要求,通过合理构建消防法律体例布局、健全消防法律内容、完善消防法律责任,推进消防体制职业化改革,构建完善的职业化消防法规体系。 展开更多
关键词 消防法 职业化 应急管理 消防体制
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深度学习代理模型的消防传感系统优化方法
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作者 莫力科 张璐 +2 位作者 范成 周海俊 赵杨平 《火灾科学(中英文)》 CAS 北大核心 2024年第1期50-60,共11页
传感器合理布置显著影响消防监测系统的实际效用。为确保火灾预警及特性识别效率,建立了一套基于深度学习代理模型的消防监测传感系统优化方法。通过建立火灾仿真模型获取多场景模拟数据,利用深度学习技术学习火场演绎规律,结合不同数... 传感器合理布置显著影响消防监测系统的实际效用。为确保火灾预警及特性识别效率,建立了一套基于深度学习代理模型的消防监测传感系统优化方法。通过建立火灾仿真模型获取多场景模拟数据,利用深度学习技术学习火场演绎规律,结合不同数据设定下的实验量化模型的识别准确率、查准率、查全率和F1-score,从空间布局和采集频率、探测时间角度对整体监测系统进行了优化。结果表明,优化后的传感系统可在满足火灾特征识别准确率的前提下,显著减少传感器数量及数据采集成本。该解决思路可推广应用于不同建筑场景,为消防监测系统设计提供决策支持,研究成果有利于智慧消防和智慧建筑发展。 展开更多
关键词 FDS 深度学习 LSTM 系统优化 智慧消防
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