• 제목/요약/키워드: accident analysis model

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컴퓨터 비전 기술을 이용한 건설 작업자 보호구 검출 정확도 분석 (Accuracy Analysis of Construction Worker's Protective Equipment Detection Using Computer Vision Technology)

  • 강성원;이기석;유위성;신윤석;이명도
    • 한국건축시공학회지
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    • 제23권1호
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    • pp.81-92
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    • 2023
  • According to the 2020 industrial accident reports of the Ministry of Employment and Labor, the number of fatal accidents in the construction industry over the past 5 years has been higher than in other industries. Of these more than 50% of fatal accidents are initially caused by fall accidents. The central government is intensively managing falling/jamming protection device and the use of personal protective equipment to eradicate the inappropriate factors disrupting safety at construction sites. In addition, although efforts have been made to prevent safety accidents with the proposal of the Special Act on Construction Safety, fatalities on construction sites are constantly occurring. Therefore, this study developed a model that automatically detects the wearing state of the worker's safety helmet and belt using computer vision technology. In considerations of conditions occurring at construction sites, we suggest an optimization method, which has been verified in terms of the accuracy and operation speed of the proposed model. As a result, it is possible to improve the efficiency of inspection and patrol by construction site managers, which is expected to contribute to reinforcing competency of safety management.

중앙분리대 사고자료 분석을 통한 설계 하중모델 개발 및 고성능 중앙분리대 설치 위치 선정 (Vehicular Impact Model and Installation Locations for a High Performance Median)

  • 정유석;이일근;이재하;김우석
    • 한국구조물진단유지관리공학회 논문집
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    • 제23권1호
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    • pp.63-70
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    • 2019
  • 고속도로 통행량 및 주행속도 증가로 인해 중앙분리대 충돌사고가 빈번히 발생하고 있다. 특히 차량의 대형화와 통행 중차량의 증가로 인해 중앙분리대 충돌사고 시 중앙분리대의 방호 성능을 초과하는 사고 역시 증가하는 추세이다. 따라서 고속도로의 안전성을 높이기 위해 고성능 중앙분리대의 개발이 필요하다. 본 논문은 고성능 중앙분리대 설치 필요에 따라 성능개선수준(하중모델) 및 설치위치 제안을 목적으로 하고 있다. 이를 위해 고속도로 중앙분리대 충돌 사고 자료 분석을 통해 고성능 중앙분리대 개발을 위한 성능 개선 수준 SB6등급(충격도 = 420 kJ, 하중: 25 ton, 충돌속도: 80 km/h, 충돌각도: $15^{\circ}$)으로 제안하고 운전자의 운전행태 분석을 통해 개량 및 신설 고성능 중앙분리대 설치 위치를 제안하였다.

다중 섬 유전자 알고리즘 기반 A60 급 격벽 관통 관의 방화설계에 대한 이산변수 근사최적화 (Approximate Optimization with Discrete Variables of Fire Resistance Design of A60 Class Bulkhead Penetration Piece Based on Multi-island Genetic Algorithm)

  • 박우창;송창용
    • 한국기계가공학회지
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    • 제20권6호
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    • pp.33-43
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    • 2021
  • A60 class bulkhead penetration piece is a fire resistance system installed on a bulkhead compartment to protect lives and to prevent flame diffusion in a fire accident on a ship and offshore plant. This study focuses on the approximate optimization of the fire resistance design of the A60 class bulkhead penetration piece using a multi-island genetic algorithm. Transient heat transfer analysis was performed to evaluate the fire resistance design of the A60 class bulkhead penetration piece. For approximate optimization, the bulkhead penetration piece length, diameter, material type, and insulation density were considered discrete design variables; moreover, temperature, cost, and productivity were considered constraint functions. The approximate optimum design problem based on the meta-model was formulated by determining the discrete design variables by minimizing the weight of the A60 class bulkhead penetration piece subject to the constraint functions. The meta-models used for the approximate optimization were the Kriging model, response surface method, and radial basis function-based neural network. The results from the approximate optimization were compared to the actual results of the analysis to determine approximate accuracy. We conclude that the radial basis function-based neural network among the meta-models used in the approximate optimization generates the most accurate optimum design results for the fire resistance design of the A60 class bulkhead penetration piece.

정전기 방전 평가를 위한 간이형 도구 개발에 관한 연구 (A Study on the Development of Simulating Tool for Evaluation of Electrostatic Discharge)

  • 최상원
    • 한국안전학회지
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    • 제26권3호
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    • pp.15-22
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    • 2011
  • Explosion and fire cause about 30 reported industrial major accidents a year by ignition source which discharge of electrostatic generated to flammable gas, vapor, dust and mixtures. It brings economically and humanly very large loss that accident was caused by fire and explosion from electrostatic discharge. Thus, it is very important that electrostatic discharge energy is to be control below not to be igniting flammable mixtures. There are two kinds of analysis model for electrostatic discharge, human body model and machine model. Human body model is available the parameter of human's electrical equivalent that capacitance is 100 pF, resistance is $1.5k{\Omega}$. To simulate and visualize the electrostatic discharge from human body need a very expensive and high voltage simulator. In this paper, we measured the value of capacitance and resistance concerned with test materials and sizing of specimen and the value of charged voltage concerned with test specimen and distance to develop an electrostatic charge/discharge simulating tool for teaching with which concerned industrial employee and students. The result of experiments, we conformed that the minimum ignition energy of methane-oxygen mixtures meets well the equation $W=1/2CV^2$, and found out that the insulating material and sizing of equivalent value having human body mode are the poly ethylene of 200 mm and 300 mm of diameter. Developed electrostatic charge/discharge simulating tool has many merits; simple mechanism, low cost, no need of electric power and so on.

저속으로 전복되는 선박사고의 선체 특성에 대한 해석적 연구 (An analytic study on the hull characteristics of ship accidents at low capsizing speeds)

  • 최순만
    • Journal of Advanced Marine Engineering and Technology
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    • 제40권3호
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    • pp.235-239
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    • 2016
  • 복원력을 잃고 선박이 전복될 때의 횡경사 속도는 선체가 사고 상황에 대해 외부로 표현하는 고유 응답의 하나가 된다. 자유 횡요 시 횡운동은 횡관성모멘트와 GM 및 횡감쇠계수와 같은 선체계수에 의해 나타낼 수 있으나 선체가 저속으로 진행되는 전복의 경우에는 각가속 성분이 특히 작아지므로 특성 해석은 보다 용이해진다. 따라서 빠르게 진행되는 전복사고에 비해 저속 전복 사고는 선체 거동의 예측이 적절히 가능할 뿐 아니라 선박구조에 필요한 시간의 확보가 수월해지므로 선박의 구조전략 측면에서 저속 전복사고는 별도로 분류하여 대응할 필요가 있다. 이를 위해 본 연구에서는 선체의 자유 횡운동에 대한 선형미분방정식을 토대로 저속 전복 시 선체계수들이 전복속도에 미치는 영향을 관련된 함수들로 나타내었으며 횡운동 진폭감쇠비를 기준으로 횡감쇠계수 크기와 선체 특성을 분석하였다. 또한, 여기에서의 수식적 관계를 실제 선박의 제원에 적용함으로써 얻어지는 결과들을 통해 제시된 저속 전복 선박의 일반적 특성이 도시적으로 설명될 수 있음을 확인하였다.

조선업 작업자의 자아상태, 안전 및 불안전행동, 산업재해 간의 구조관계 분석 (Analysis of Structural Relation between the Shipyard Workers' Ego-state, Safe and Unsafe Behaviors, and Industrial Accidents)

  • 정인석;정대겸
    • 한국안전학회지
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    • 제33권5호
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    • pp.101-108
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    • 2018
  • This study was carried out to obtain baseline data on the causes of industrial accidents and their prevention by investigating structural models between the Shipyard workers' egogram ego-states (CP: Critical Parent, NP: Nurturing Parent, A: Adult, FC: Free Child, AC: Adapted Child), safe and unsafe behaviors, and industrial accidents (frequency/severity). In order to achieve this goal, 378 workers from 3 locations of major corporations in Geojedo Island and Ulsan took a questionnaire, which was then analyzed with a structural equation model using the SPSS 23.0 and AMOS 24 statistics package, and the main results of the study are as follows. First, NP and A's ego-states had a positive influence on safe behavior, AC's ego-state had a negative influence on safe behavior, and A's ego-state had the largest influence on safe behavior. Second, CP and AC's ego-states had a positive influence on unsafe behavior, and A's ego-state had a negative influence on unsafe behavior. AC's ego-state had the largest influence on unsafe behavior. Third, safe behavior did not have a significant influence on industrial accidents. However, unsafe behavior had a positive influence on industrial accident frequency and industrial accident severity, both sub-factors of industrial accidents. This study, despite its limitations, such as sampling limitations, has the following significance. First, this study verified that ego-state, a psychological characteristic, is an important factor for predicting unsafe behavior that induces industrial accidents. Second, in order to reduce industrial accidents, there is a need to stimulate the A ego-states, and promote continuous safety management and safety education to neutralize the AC ego-state. Third, previous studies were limited in the area of practical methods for reducing unsafe behaviors, but this study presents practical methods for reducing unsafe behaviors by verifying the structural relationship between safe/unsafe behaviors and industrial accidents by selecting ego-gram ego-states, variable personality theory, as an independent variable.

동적신뢰도 평가모델의 연구 (A Study on A Dynamic Reliability Analysis Model)

  • 제무성
    • 한국신뢰성학회:학술대회논문집
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    • 한국신뢰성학회 2000년도 춘계학술대회 발표논문집
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    • pp.239-246
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    • 2000
  • 이 논문은 중대사고가 발생하였을때 운전원에 의하여 사고관리 방안을 수행하는 경우 그 실현성(Feasibility)을, 평가하는데 사용할 수 있는 새로운 시간의존적 신뢰도 분석방법을 제시하였다. 이 방법은 성능요구 (Performance Requirement)와 성능성취 (Performance Achievement)의 상관관계의 개념을 이용하는 신뢰도물리(Reliability Physics)와 모든 시간의존적 사고경위를 도출하는 동적사건수목 생성방법에 기초하고있다. 신뢰도물리는 성능요구변수와 성능성취변수의 비교를 이용한 신뢰도분석방법인 반면 동적사건수목 생성방법은 바람직한 해를 얻을 때까지 모든 가능한 사고경위를 도출해 내는 방법이다. 이 방법론을 정전사고시 참조원전의 공동에 비상화재시스템을 이용하여 물을 공급하는 공동범람사고관리 방안에 적용시켰다. Latin Hypercube Sampling 방법은 성능요구변수의 불확실성을 평가하는데 사용되었다. 제시된 방법론은 사고시 필요한 운전원의 방안수행 성공가능성을 평가하는데 사용될 수 있을 뿐만 아니라 궁극적으로 사고관리 절차서 개발에 도움이 될 수 있음을 보여주었다.

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Evaluation of a New Workplace Protection Factor―Measuring Method for Filtering Facepiece Respirator

  • Sun, Chenchen;Thelen, Christoph;Sanz, Iris Sancho;Wittmann, Andreas
    • Safety and Health at Work
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    • 제11권1호
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    • pp.61-70
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    • 2020
  • Background: This study aims to assess whether the TSI PortaCount (Model 8020) is a measuring instrument comparable with the flame photometer. This would provide an indication for the suitability of the PortaCount for determining the workplace protection factor for particulate filtering facepiece respirators. Methods: The PortaCount (with and without the N95-CompanionTM) was compared with a stationary flame photometer from Moores (Wallisdown) Ltd (Type 1100), which is a measuring instrument used in the procedure for determining the total inward leakage of the particulate filtering facepiece respirator in the European Standard. Penetration levels of sodium chloride aerosol through sample respirators of two brands (A and B) were determined by the two measuring systems under laboratory conditions. For each brand, thirty-six measurements were conducted. The samples were split into groups according to their protection level, conditioning before testing, and aerosol concentration. The relationship between the gauged data from two measuring systems was determined. In addition, the particle size distribution inside the respirator and outside the respirator was documented. Linear regression analysis was used to calculate the association between the PortaCount (with and without the N95-CompanionTM) and the flame photometer. Results: A linear relationship was found between the raw data scaled with the PortaCount (without N95-CompanionTM) and the data detected by the flame photometer (R2 = 0.9704) under all test conditions. The distribution of particle size was found to be the same inside and outside the respirator in almost all cases. Conclusion: Based on the obtained data, the PortaCount may be applicable for the determination of workplace protection factor.

수동운전(ATS)구간에서 PSD 적용 기술의 성공적 요인 분석연구 (A Study of Successful Factor on PSD Application Technique for Manual Operation Mode(ATS))

  • 손영진;박근수;민경윤
    • 한국철도학회논문집
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    • 제10권1호
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    • pp.57-66
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    • 2007
  • 1974. 8. 15 SeoulMetro, beginning with the first electric railway established at six cities, so it is managing mass transportation of traffic. Especially, in case of seoul, It is managing that from one to eight lines, 286.9km, 265 stations have installed and now it is carrying about 5.5million of passengers everyday, and 2,000million passengers a year. So accident is increasing from the station every year. For this measure, SeoulMetro prepares safety fence for passengers crash but, as suicides or people who watch the accident took place, for at the bottom of passengers crash protection, PSD installing is needed. Even though, PSD is managing ATO section but, in controlling SeoulMetro, one to four lines sections are (ATS, ATC)section. Between as ATS, ATC section, ATO section, subway gate and PSD must have opened and crossed always at the time. And the interlock control corrosion protection gate, managing skills with installation, method, using in history, apply to 10rail cars one train sets, and maximum applying 2224% sections of passengers congested that consideration is to be needed. So 2004, SeoulMetro improved technology and basie design of PSD at ATS section. Based on this, from 2005.4 to 2006.6, using subway 2lines per 12stations set the model installation(full type 11stations, half type 1station) After installing in case of success, it is going about to suggest that effective analysis and hereafter subject.

4지 신호교차로의 측면접촉사고 특성 및 사고모형 - 청주시를 사례로 - (Characteristics and Models of the Side-swipe Accident in the Case of Cheongju 4-legged Signalized Intersections)

  • 박상혁;김태영;박병호
    • 한국도로학회논문집
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    • 제11권4호
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    • pp.41-47
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    • 2009
  • 본 연구는 청주시 4지 신호교차로의 측면접촉사고를 다루고 있다. 연구의 목적은 측면접촉사고의 특성을 분석하고 관련모형을 개발하는데 있다. 이를 위해 이 연구에서는 적절한 모형의 방법론을 찾는데 중점을 두고 있다.주요 결과는 다음과 같다. 첫째, 측면접촉사고에서 부상사고는 물피사고의 약 2배 이상으로 교차로 내에서 사고가 가장 많이 일어나는 것으로 평가되었다. 아울러 측면접촉사고는 대부분 승용차 관련 사고이며, 안전운행 불이행으로 인한 것으로 분석되었다. 둘째, 다중선형회귀모형이 다중비선형회귀모형보다 통계적으로 유의한 것으로 평가되었다. 또한 최적 모형은 종속변수가 사고건수인 모형으로 분석되었다. 본 연구에서 분석된 측면접촉사고의 요인은 교통량(ADT), 교차로 면적, 우회전 전용차로, 횡단보도 수, 주도로 제한속도, 최대종단경사 및 현시 수이다.

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