• 제목/요약/키워드: Fire Data Analysis

검색결과 783건 처리시간 0.038초

화염에 열화된 강심알루미늄연선의 표면 및 성분분석 (Surface and Component Analysis of Deteriorated ACSR due to a Flame)

  • 김영달;심재명;박근석;정윤미;김재광;변정섭;이대동
    • 전기학회논문지
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    • 제60권10호
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    • pp.1966-1971
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    • 2011
  • Generally, the characteristics of the conductor that was affected by forest fire can be analyzed only when the forest fire is accurately modeled and its effect is identified. Few studies have been conducted with a forest fire model for transmission lines, and no results of the examination of the actual test specimens that were exposed to forest fire have been reported. As the deterioration characteristics of a forest fire are difficult to analyze in the actual field, an environment that was similar to that in the field was used in this study. Deterioration was deposited on a wire using an artificial flame experiment device, to analysis the temperature, surface and component characteristics. It seems that this analysis data in this study can be used as the basic data for the database that can be utilized to analyze wires exposed to forest fire and deterioration and to predict the ACSR wire refurnishment life.

A Numerical Study on the Thermo-mechanical Response of a Composite Beam Exposed to Fire

  • Pak, Hongrak;Kang, Moon Soo;Kang, Jun Won;Kee, Seong-Hoon;Choi, Byong-Jeong
    • 국제강구조저널
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    • 제18권4호
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    • pp.1177-1190
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    • 2018
  • This study presents an analytical framework for estimating the thermo-mechanical behavior of a composite beam exposed to fire. The framework involves: a fire simulation from which the evolution of temperature on the structure surface is obtained; data transfer by an interface model, whereby the surface temperature is assigned to the finite element model of the structure for thermo-mechanical analysis; and nonlinear thermo-mechanical analysis for predicting the structural response under high temperatures. We use a plastic-damage model for calculating the response of concrete slabs, and propose a method to determine the stiffness degradation parameter of the plastic-damage model by a nonlinear regression of concrete cylinder test data. To validate simulation results, structural fire experiments have been performed on a real-scale steel-concrete composite beam using the fire load prescribed by ASTM E119 standard fire curve. The calculated evolution of deflection at the center of the beam shows good agreement with experimental results. The local test results as well as the effective plastic strain distribution and section rotation of the composite beam at elevated temperatures are also investigated.

소방설비 작동신뢰성 기반 건축용도별 화재리스크 분석에 관한 연구 (A Study on the Analysis of Fire Risk for each Building Usage Based on the Reliability of Operation of Fire Protection System)

  • 진승현;김혜원;서동구;권영진
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2020년도 봄 학술논문 발표대회
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    • pp.113-114
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    • 2020
  • In the design and maintenance of buildings, identifying the degree of damage in the event of a fire is an important factor in fire prevention and fire safety design. In order to predict fire damage, safety measures should be established by predicting the nature of evacuation according to fire, smoke and in-house characteristics, and the effects of the operation of fire safety facilities should also be considered, but in Korea, the risk analysis due to the operation of fire safety facilities is insufficient. Accordingly, this study uses fire statistics and sprinkler inspection data to analyze the degree of fire damage caused by the operation of sprinkler facilities in a probabilistic manner.

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A New Approach to Statistical Analysis of Electrical Fire and Classification of Electrical Fire Causes

  • Kim, Doo-Hyun;Lee, Jong-Ho;Kim, Sung-Chul
    • International Journal of Safety
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    • 제6권2호
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    • pp.17-21
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    • 2007
  • This paper aims at the statistical analysis of electrical fire and classification of electrical fire causes to collect electrical fires data efficiently. Electrical fire statistics are produced to monitor the number and characteristics of fires attended by fire fighters, including the causes and effects of fire so that action can be taken to reduce the human and financial cost of fire. Electrical fires make up the majority of fires in Korea(including nearly 30% of total fires according to recent figures), The incorrect and biased knowledge for electrical fires changed the classification of certain types of fires, from non-electrical to electrical. It is convenient and required to develop the standardized form that makes, in the assessment of the cause of electrical fires, the fire fighters directly ticking the appropriate box on the fire report form or making an assessment of a text description. Therefore, it is highly recommended to develop electrical fire cause classification and electrical fire assessment on the fire statistics in order to categorize and assess electrical fires exactly. In this paper newly developed electrical fire cause classification structure, which is well-defined hierarchical structure so that there are not any relationship or overlap between cause categories, is suggested. Also fire statistics systems of foreign countries are introduced and compared.

사상자 통계자료를 활용한 건축물 화재 위험성 분석에 관한 연구 (A Study on the Risk Analysis of Building Fire Using Statistical Data of Casuals)

  • 진승현;김혜원;구인혁;권영진
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2021년도 가을 학술논문 발표대회
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    • pp.48-49
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    • 2021
  • The purpose of evaluating the fire risk of a building is to predict damage or loss of life and property in unspecified circumstances and to minimize expected damage. The fire risk assessment for buildings in Korea analyzes fire risk according to performance-oriented design under the Enforcement Decree of the Fire Facilities Act and the Fire Causing Index under the Enforcement Decree of the Multi-Use Business Act. Fire risk analysis is mainly conducted by using fire statistics or analyzing the results of safety inspections of buildings. In the case of fire statistics, it is necessary to analyze the fire risk in consideration of the degree of fire damage in each number of fires, as all fires received by the fire department are collected. In addition, it is necessary to devise fire safety measures for buildings by predicting the number of casualties that may occur due to fires in each building. Accordingly, this study aims to analyze the characteristics of casualties by building use using the number of fires judged to have grown.

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국내 제조업 화재사고 데이터 분석을 통한 복합 유해·위험요인 확인 (Identifying Hazard of Fire Accidents in Domestic Manufacturing Industry Using Data Analytics)

  • 김경민;서용윤;이종빈;장성록
    • 한국안전학회지
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    • 제38권4호
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    • pp.23-31
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    • 2023
  • Revising the Occupational Safety and Health Act led to enacting and revising related laws and systems, such as placing fire observers in hot workplaces. However, the operating standards in such cases are still ambiguous. Although fire accidents occur through multiple and multi-step factors, the hazards of fire accidents have been identified in this study as individual rather than interrelated factors. The aim has been to identify multiple factors of accidents, outlining fire and explosion accidents that recently occurred in the domestic manufacturing industry. First, major keywords were extracted through text mining. Then representative accident types were derived by combining the main keywords through the co-word network analysis to identify the hazards and their relationships. The representative fire accidents were identified as six types, and their major hazards were then addressed for improving safety measures using the identification of hazards in the "Risk Assessment" tool. It is found that various safety measures, such as professional fire observers' training and clear placement standards, are needed. This study will provide useful basic data for revising practical laws and guidelines for fire accident prevention, system supplementation, safety policy establishment, and future related research.

기계학습을 통한 전기화재 예측모델 연구 (Electrical fire prediction model study using machine learning)

  • 고경석;황동현;박상준;문가경
    • 한국정보전자통신기술학회논문지
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    • 제11권6호
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    • pp.703-710
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    • 2018
  • 매년 전기화재사고에 대한 사고유형 분석, 점검 등 전기적 화재사고를 줄이기 위해 다양한 노력이 있었으나, 효율적인 의사결정지원 체계 및 기존 누적 데이터 활용방안의 미비로 효과적인 대처방안이 부재한 현황이다. 본 연구는 전기안전점검데이터, 전기화재사고정보, 건축물정보, 기상청정보 등 데이터 기반의 전기화재를 예측하는 알고리즘을 개발하고 이를 활용하여 전기화재사고를 줄이는데 목적이 있다. 본 연구에서는 한국전기안전공사, 기상청, 국토교통부, 소방본부 등 기관별로 수집된 데이터를 전처리, 융합, 분석, 모델링, 검증 과정을 거쳐 전기화재에 영향을 끼치는 요인과 예측모델을 도출하였다. 주요요인으로 절연저항 값, 습도, 풍속, 건축물 노후년수, 용적율, 건폐율, 건축물용도로 나타났고, Random forest 알고리즘을 활용한 예측모델은 74.7%의 정확도를 얻었다.

디지털트윈 적용을 위한 지하공동구 화재 시뮬레이션의 데이터 분석 연구 (A Study on the Data Analysis of Fire Simulation in Underground Utility Tunnel for Digital Twin Application)

  • 이재호;민세홍
    • 한국재난정보학회 논문집
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    • 제20권1호
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    • pp.82-92
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    • 2024
  • 연구목적: 본 연구는 화재시뮬레이션 데이터를 증강현실에 연동할시 발생하는 방대한 데이터 구축과 그로 인한 데이터 과부하 문제 해결 방안을 강구하기 위함이다. 연구방법: 데이터 추정 기술인 선형 보간법의 신뢰도와 계산 복잡도를 개선하기 위한 적정 Input 데이터의 간격을 설정하기 위한 실험을 진행하였다. 또한, 선형 보간법이 화재의 동적 변화를 잘 반영하는지 확인하기 위한 타당성 검증을 진행하였다. 연구결과: 연구 대상 건축물인 지하 공동구에 적용 결과 10m 간격으로 데이터 입력시 보간법의 신뢰성과 시뮬레이션의 연산처리 속도 개선에서 높은 만족성을 보였다. 또한, 보간법을 활용한 화재시뮬레이션 데이터의 추정 방식이 높은 설명력과 신뢰성을 가진다는 것을 MAE와 R-Squared를 이용한 평가를 통해 검증하였다. 결론: 본 연구는 화재시뮬레이션에 디지털트윈 기술을 적용하면서 발생하는 데이터 과부하 문제를 보간법을 통해 해결하였으며, 이를 통한 화재 정보 예측과 시각화가 실시간 화재 예방에 크게 기여함을 확인하였다.

정수기 화재발생 사례를 통한 재현실험 (Mechanism analysis through Water fire case)

  • 이정일
    • 대한안전경영과학회:학술대회논문집
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    • 대한안전경영과학회 2011년도 추계학술대회
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    • pp.593-618
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    • 2011
  • Development of the economy and the growing income of people interested in the leisure and health has been focused. Past the town common wells and groundwater around the water, but health is a priority these days to solve the drinking water directly from tap water, but most people work from home, through the water purifier has been resolved. Depending on seasonal changes and personal taste of coffee, if you can enjoy a snack and water purifier is a restaurant, lounge, public areas and focusing on the rapid spread of the fire, water purifier as compared to the total number of fires increased by 0.03% per year trend on, but the washrooms fire and fire-related research data and case studies with analysis of the exact cause lack of proper preventive measures are insufficient reality. In this study, focusing on electrical energy using a water cooler to understand the structure and principles of fire, the fire revealed the mechanism is vulnerable to the consideration of factors, the exact cause of the fire investigation and the Assistant, manufacturing defects, and to contribute to fire prevention review should.

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