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Developing Cluster-based Fire Following Earthquake Risk Evaluation Method using Building Registration Data 利用建筑物登记数据开发基于群集的地震后火灾风险评估方法
Pub Date : 2023-12-31 DOI: 10.9798/kosham.2023.23.6.279
Kang Taewook, Jiuk Shin, Dong-gyu Kim, Jaedo Kang
The Pohang earthquake raised concerns about the potential occurrence of fire-following earthquake (FFE). The United States and Japan effectively manage FFE risks through ignition and fire-burned ratio assessments. This study introduced a streamlined method for assessing FFE risk by leveraging a public building database (e.g., building registration data). The proposed method was applied to the Pohang regions. Hence, the ignition and fire spread calculation methods employed in the United States and Japan were adapted to suit the domestic database. The method was then implemented in clusters identified in the Pohang region. The fire-burned ratios, accompanied by the covering volume fraction (CVF) for each cluster, were computed using the extracted and newly developed building information. This method was used to evaluate the FFE risks in the Pohang areas.
浦项地震引发了人们对地震后可能发生火灾(FFE)的担忧。美国和日本通过点火和火灾烧毁率评估来有效管理地震后火灾风险。本研究通过利用公共建筑数据库(如建筑登记数据),引入了一种简化的 FFE 风险评估方法。所提出的方法适用于浦项地区。因此,对美国和日本采用的点火和火灾蔓延计算方法进行了调整,以适应国内数据库。然后,在浦项地区确定的群组中实施了该方法。利用提取的和新开发的建筑信息,计算出了每个群组的火灾燃烧比率以及覆盖体积分数(CVF)。该方法用于评估浦项地区的火灾风险。
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引用次数: 0
Research on Deep learning based Ultrasonic Image Learning to Develop a Gas Leak Detection Model 基于深度学习的超声波图像学习以开发气体泄漏检测模型的研究
Pub Date : 2023-12-31 DOI: 10.9798/kosham.2023.23.6.135
Yunjeong Gu, Kwanghyun Park, Wonhee Lee, Byunghun Song, Jungpyo Hong, Junho Shin
If a gas leak occurs in an industrial area, identifying the location of the gas leak and predicting the scale of the accident are challenging owing to the invisible nature of the gas. In this study, we developed a deep learning-based gas leak detection model that can obtain not only the gas leak status, but also the gas leak location and flow rate information, by using technology to visualize the ultrasonic waves generated during gas leaks. Research methods are broadly categorized into data collection and model learning methods. First, data was collected using an ultrasonic camera to capture ultrasonic images at different measurement distances (1 and 3 m) and gas leak flow rates (0-8 L/min). YOLO (You Only Look Once) was used for image learning, and the model was trained after setting the class according to the gas-leak flow range. The clarity of the collected ultrasonic images decreased as the measurement distance increased. In addition, there was little difference between the images for each leakage flow rate, posing challenges in distinguishing them with the naked eye. However, the model learning results showed high accuracy, with a precision of 0.960, recall of 0.967, and mAP (IoU (Intersection over Union) 50%) of 0.987. Applying this model as a gas safety management technology at industrial sites, enables the accurate determination of gas leak status, gas leak location, and gas leakage flow. This information is expected to guide appropriate accident responses for workers.
如果工业区发生气体泄漏,由于气体的不可见性,识别气体泄漏位置和预测事故规模都是一项挑战。在这项研究中,我们开发了一种基于深度学习的气体泄漏检测模型,通过利用气体泄漏时产生的超声波可视化技术,不仅可以获得气体泄漏状态,还可以获得气体泄漏位置和流量信息。研究方法大致分为数据收集法和模型学习法。首先,使用超声波相机收集数据,捕捉不同测量距离(1 米和 3 米)和气体泄漏流速(0-8 升/分钟)下的超声波图像。图像学习采用 YOLO(You Only Look Once)方法,根据气体泄漏流量范围设置类别后对模型进行训练。采集到的超声波图像的清晰度随着测量距离的增加而降低。此外,每种泄漏流量下的图像之间差别不大,这给肉眼分辨带来了挑战。然而,模型学习结果显示出很高的精确度,精确度为 0.960,召回率为 0.967,mAP(IoU(交叉点大于联合点)50%)为 0.987。将该模型作为一种气体安全管理技术应用于工业现场,可准确确定气体泄漏状态、气体泄漏位置和气体泄漏流量。这些信息有望指导工人采取适当的事故应对措施。
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引用次数: 0
Prediction of the DO Factor at Bugok Bridge, Oncheoncheon, Using Deep Learning 利用深度学习预测温川富谷桥的溶解氧系数
Pub Date : 2023-12-31 DOI: 10.9798/kosham.2023.23.6.325
Heesung Lim, Hyunuk An, Jaenam Lee, Hyungjin Shin, Nagweon Choi, Jingul Joo
The use of monitoring in river management is known to be both economical and rational, and the amount of digital information globally is increasing over time. AI research utilizing such data has been widely employed recently in the field of water resources and hydrology, yielding excellent predictive results. In this study, we utilized DO (Dissolved Oxygen) factor and meteorological data collected from the Bugok Bridge site in the Oncheoncheon watershed through an automatic water quality measurement network. We employed the LSTM (Long Short Term Memory) algorithm, a type of deep learning known for its excellent time series learning capabilities, as the learning algorithm. To confirm the potential of the use of big data, we conducted a comparative analysis by performing hourly and daily predictions, and an accuracy analysis by comparing actual and predicted data. For data utilization, missing data from the data collected by the automatic measurement network were linearly interpolated. It was confirmed that the predictive performance for the DO factor was higher using hourly than daily data.
众所周知,在河流管理中使用监测既经济又合理,而全球的数字信息量正与日俱增。利用这些数据进行的人工智能研究近年来在水资源和水文领域得到了广泛应用,并取得了卓越的预测效果。在本研究中,我们利用了通过自动水质测量网络从温川流域布谷桥站点收集到的溶解氧(DO)因子和气象数据。我们采用了 LSTM(长短期记忆)算法作为学习算法,这是一种深度学习算法,以其出色的时间序列学习能力而著称。为了证实大数据的使用潜力,我们通过每小时和每天的预测进行了比较分析,并通过比较实际数据和预测数据进行了准确性分析。在数据利用方面,对自动测量网络收集的数据中的缺失数据进行了线性插值。结果证实,每小时数据比每日数据的溶解氧因子预测性能更高。
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引用次数: 0
Occupant Load Factor Calculation in Neighborhood Living Facilities while Performance-Based Design 基于性能的设计中邻里生活设施的居住负荷系数计算
Pub Date : 2023-12-31 DOI: 10.9798/kosham.2023.23.6.187
Youngjoo Song, Hakjoong Kim
The criteria for calculating the occupant load factor are crucial for predicting the evacuation behavior of occupants during a fire, determining the size of the evacuation capacity, and significantly influencing the calculation of the Required Safe Egress Time (RSET) during fire safety assessments. There are currently 11 categories for classifying safe evacuation area installation targets for neighborhood living facilities; eight of these categories allow for various numerical values to be applied. However, applying numerical values from a conservative perspective results in excessive designs with larger occupant loads. Therefore, to address this issue, this study conducted a theoretical review of occupant loads and investigated and analyzed relevant domestic and international regulations. Subsequently, one of the buildings subject to a performance-based design in City 00 was selected, and occupancy criteria were applied based on the purpose of the space. A safety assessment of the evacuation was performed. The results show that, evacuation safety was not ensured at the two exits when the occupant load factor was below 4.6 m2/person. However, when the occupant load factor was greater than 9.3 m2/person, evacuation safety is guaranteed at all exits. Through this analysis, this study aims to raise awareness of issues related to the criteria for calculating the maximum occupancy in neighborhood living facilities and the need for revisions.
计算居住者负荷系数的标准对于预测火灾中居住者的疏散行为、确定疏散能力的大小以及在消防安全评估过程中影响所需安全疏散时间(RSET)的计算至关重要。目前,用于划分社区生活设施安全疏散区域安装目标的类别有 11 个;其中 8 个类别允许应用各种数值。然而,从保守的角度来应用数值,会导致在设计时占用负荷过大。因此,针对这一问题,本研究对居住负荷进行了理论回顾,并对相关的国内外法规进行了调查和分析。随后,选择了 00 号城市中的一栋建筑进行基于性能的设计,并根据空间的用途采用了占用标准。对疏散安全进行了评估。结果表明,当占用率低于 4.6 平方米/人时,两个出口的疏散安全得不到保证。然而,当乘员负荷系数大于 9.3 平方米/人时,所有出口的疏散安全都能得到保证。通过分析,本研究旨在提高人们对邻里生活设施最高居住人数计算标准相关问题的认识,以及修订的必要性。
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引用次数: 0
Assessment of Drought and Desertification Outlook in China Using Meteorological Drought Indices 利用气象干旱指数评估中国干旱和荒漠化前景
Pub Date : 2023-12-31 DOI: 10.9798/kosham.2023.23.6.65
Hayong Kim, Jingul Joo
Changing land use patterns in China may result in adverse impacts on the climate in Northeast Asia. In particular, desertification of the Chinese mainland can also have a significant influence on the climate in South Korea, such as the occurrence of yellow dust storms. This study aimed to forecast the desertification in China through a comprehensive drought analysis. Three drought indices namely, SPI, GEVI, and SPEI, were determined for eight cities in China namely, Beijing, Guangzhou, Shanghai, Xianyang, Urumqi, Chongqing, Wuhan, and Weihai. There was a strong correlation between SPI and SPEI, while GEVI showed a slightly lower correlation. The long-term droughts that can trigger desertification exhibited high correlations among the considered indices. To assess the impact of climate change, periods of severe drought occurrence were compared in ten-year intervals since 1970. It was observed that severe droughts occurred throughout China in the 1970s and 1990s. However, there was no apparent trend in increasing drought days or worsening drought conditions. Desertification in China can be influenced not only by the rainfall but also by the changes in land use pattern and exploitation of water resources. Therefore, additional research is deemed necessary to evaluate desertification in China.
中国土地利用模式的变化可能会对东北亚的气候产生不利影响。特别是,中国大陆的荒漠化也会对韩国的气候产生重大影响,如黄色沙尘暴的发生。本研究旨在通过全面的干旱分析来预测中国的荒漠化。研究确定了中国八个城市(北京、广州、上海、咸阳、乌鲁木齐、重庆、武汉和威海)的三个干旱指数,即 SPI、GEVI 和 SPEI。SPI 与 SPEI 之间存在很强的相关性,而 GEVI 的相关性稍低。可能引发荒漠化的长期干旱在所考虑的指数之间表现出很高的相关性。为评估气候变化的影响,对 1970 年以来每隔 10 年发生的严重干旱期进行了比较。结果表明,在 20 世纪 70 年代和 90 年代,中国各地都发生了严重干旱。然而,干旱天数增加或干旱状况恶化的趋势并不明显。中国的荒漠化不仅受到降雨量的影响,还受到土地利用模式和水资源开发变化的影响。因此,有必要开展更多研究,以评估中国的荒漠化情况。
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引用次数: 0
Stream Flow Management and Institutions: Studying Water Quality and Aquatic Ecosystems in Dry Seasons 溪流管理与机构:研究旱季水质和水生生态系统
Pub Date : 2023-12-31 DOI: 10.9798/kosham.2023.23.6.317
Seongkyu Kang, Junwook Hur, Kisung Lee, Sijung Choi
Stream flow management during the dry season involves balancing human water needs with the environmental requirements of the river. The allocation of stream water flow is determined by considering 10-year frequency low flow as the total available water amount, with instream flow adopted to consider the flow requirements of the river environment. However, conflicts arise over water rights between human users and the river environment during water scarcity. This study conducted an empirical-based analysis of minimum flow for river environments, focusing on water quality and aquatic ecosystems. Additionally, the perceptions of stakeholders of securing and using stream flow were investigated through a questionnaire. The outcomes of this study can contribute to enhancing technical methods for calculating instream flow and improving systems for managing river water during dry seasons.
枯水期的溪流管理涉及人类用水需求与河流环境要求之间的平衡。河水流量的分配以 10 年一遇的低流量为可用总水量,并采用内流流量来考虑河流环境的流量要求。然而,在缺水期间,人类用户与河流环境之间会因水权问题发生冲突。本研究对河流环境的最小流量进行了实证分析,重点关注水质和水生生态系统。此外,还通过问卷调查了利益相关者对确保和使用河流流量的看法。这项研究的成果有助于提高计算内流流量的技术方法,改善枯水期河水管理系统。
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引用次数: 0
Evaluating Structural Performance of U-shaped Precast Concrete Modular Joints 评估 U 型预制混凝土模块接缝的结构性能
Pub Date : 2023-12-31 DOI: 10.9798/kosham.2023.23.6.13
Young Han Choi, Ji-Yong Chae, B. Heo
We conducted a joint tensile test and a wall cyclic loading test to assess the structural performance of the U-shaped precast concrete (PC) modular joint. The rebar experienced fracture at the edge of the L-shaped steel during the joint tensile test. The calculated average ratio of the maximum load to the nominal strength, based on the strength of the rebar, was 1.07. The result of the wall cyclic loading test showed that the PW-1R specimen, featuring a single row of PC joints, exhibited ratios of the maximum moment to a nominal bending moment of 1.19 and 1.00 in the positive (+) and negative (-) directions, respectively. Meanwhile, the ratios of the maximum moment to the nominal bending moment for the PW-2R specimen with two rows of PC joints were 1.20 and 1.06 in the positive (+) and negative (-) directions, respectively. The adequate edge distance for the joint hardware must be ensured to increase the strength of the PC joint wall.
我们进行了接头拉伸试验和墙体循环加载试验,以评估 U 型预制混凝土(PC)模块接头的结构性能。在连接拉伸试验中,钢筋在 L 形钢筋边缘发生断裂。根据钢筋强度计算得出的最大荷载与额定强度的平均比率为 1.07。墙体循环加载试验结果表明,具有单排 PC 接头的 PW-1R 试样在正(+)和负(-)方向的最大弯矩与额定弯矩之比分别为 1.19 和 1.00。而带有两排 PC 接头的 PW-2R 试样在正(+)和负(-)方向的最大弯矩与额定弯矩之比分别为 1.20 和 1.06。要提高 PC 连接墙的强度,必须确保连接硬件有足够的边缘距离。
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引用次数: 0
Experimental Study on the Smoke-Logging Phenomenon Owing to Sprinkler Operation During Initial Fire 初期火灾中喷水灭火器运行导致烟雾淤积现象的实验研究
Pub Date : 2023-12-31 DOI: 10.9798/kosham.2023.23.6.219
Unggi Yoon, Inhyuk Koo, Matsuyama Ken, Young-Phil Kwon
This study establishes basic data for the reasonable evaluation of evacuation safety and investigates the smoke-logging phenomenon owing to the operation of sprinklers during the initial fire. The spray droplet characteristics of a sprinkler and water mist head were examined, and the descending air current of the smoke layer was analyzed according to the type of fire source (ethanol, polyurethane) and head. A regression equation based on the findings was derived using the prediction equation for the descending air current of the smoke layer presented in a previous study.
这项研究为合理评估疏散安全建立了基础数据,并调查了初期火灾中喷水灭火器工作时产生的烟雾淤积现象。研究了水喷淋器和水雾喷头的喷雾液滴特性,并根据火源类型(乙醇、聚氨酯)和喷头分析了烟层的下降气流。根据研究结果,利用先前研究中提出的烟层下降气流预测方程,得出了一个回归方程。
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引用次数: 0
Study on Fire Load and Duration of Fire in Logistics Facilities 物流设施火灾负荷和火灾持续时间研究
Pub Date : 2023-12-31 DOI: 10.9798/kosham.2023.23.6.177
Sangbum Lee, Heewon Seo, Daehoi Kim, Gilyong Lee
Logistics facilities differ significantly from general buildings in terms of diffusion flame prevention technology, necessitating the application of fire diffusion prevention technology. The total fire load in a fire compartmentation was calculated according to the method presented in The NFPA (The National Fire Protection Association) Fire Protection Handbook, based on the results of a survey on the area, height, and rack dimensions of 29 logistics warehouses in Korea to improve the fire compartmentation standard. In addition, simulations were conducted using CFAST (Consolidated Fire and Smoke Transport) for the cross-validation of these methodologies. Through fire simulations, the temperature of the upper part of each fire compartment was derived, and the equivalent fire duration was calculated by converting it to an area based on the standard time-heating temperature curve of KSF 2257-1. The NFPA methodology and values calculated through fire simulations showed similar results. In addition, we analyzed the tendency of the equivalent fire duration according to the height of the fire compartmentation and confirmed that the higher the floor height, the higher the equivalent fire duration. The results of this study can be used as basic data for improving the fire prevention standards by calculating the equivalent fire duration according to the fire load of a logistics facility and for confirming the tendency of the equivalent fire duration according to the height of the fire compartment.
物流设施在火焰扩散预防技术方面与一般建筑有很大不同,因此有必要采用火焰扩散预防技术。为了提高防火分隔标准,我们根据对韩国 29 个物流仓库的面积、高度和货架尺寸的调查结果,按照 NFPA(美国国家防火协会)《防火手册》中介绍的方法计算了防火分隔内的总火灾负荷。此外,还使用 CFAST(火灾和烟雾综合传输)进行了模拟,以对这些方法进行交叉验证。通过火灾模拟,得出了每个防火分区上部的温度,并根据 KSF 2257-1 的标准时间-加热温度曲线将其转换为面积,计算出了等效火灾持续时间。NFPA 方法和火灾模拟计算得出的数值显示了相似的结果。此外,我们还分析了等效火灾持续时间随防火分隔高度变化的趋势,结果表明楼层高度越高,等效火灾持续时间越长。本研究的结果可作为改进防火标准的基础数据,根据物流设施的火灾荷载计算等效火灾持续时间,并确认根据防火分隔高度计算等效火灾持续时间的趋势。
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引用次数: 0
Evaluating Serviceability Limit State in a Long-span Skating Stadium Through Natural Frequency Analysis 通过自然频率分析评估大跨度滑冰场的适用性极限状态
Pub Date : 2023-12-31 DOI: 10.9798/kosham.2023.23.6.39
Gayoon Lee, Sung-Min Lee, Jae-Hyun Kim, K. Lee
This study investigated the application of vibration analysis to ensure user safety and establish an efficient management plan for the future utilization of sports facilities. The first natural frequency of the facility was documented at 3.2 Hz, while the second and third frequencies were measured at 3.56 Hz and 4.22 Hz, respectively. Experts posit that amplification is probable when the natural frequency aligns with the second and third modes. Resonance manifested at 1.8 Hz and 2.1 Hz dynamic activities within the anticipated frequency range, resulting in notable amplitude enhancements. Therefore, Constraining rhythmic actions that may elicit repetitive movements when using sports facilities is imperative to uphold serviceability and safety standards.
本研究调查了振动分析的应用情况,以确保用户安全,并为体育设施的未来使用制定有效的管理计划。根据记录,该设施的第一固有频率为 3.2 赫兹,第二和第三频率分别为 3.56 赫兹和 4.22 赫兹。专家认为,当固有频率与第二和第三模式一致时,可能会产生放大效应。在预期频率范围内,1.8 赫兹和 2.1 赫兹的动态活动出现共振,导致振幅显著增强。因此,在使用体育设施时,必须限制可能引起重复运动的有节奏的动作,以维护适用性和安全标准。
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引用次数: 0
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Journal of the Korean Society of Hazard Mitigation
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