• Title/Summary/Keyword: accident ratio

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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.

자연어 처리 기법을 활용한 충돌사고 원인 제공 비율 예측 모델 개발 (Collision Cause-Providing Ratio Prediction Model Using Natural Language Processing Analytics)

  • 윤익현;박혜인;이창희
    • 해양환경안전학회지
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    • 제30권1호
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    • pp.82-88
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    • 2024
  • 현대 해양 산업은 기술적 발전을 통해 신속한 발전을 이루고 있다. 이러한 발전을 주도하는 주요 기술 중 하나는 데이터 처리 기술이며, 이 중 자연어 처리 기법은 사람의 언어를 기계가 이해하고 처리할 수 있도록 하는 기술이다. 본 연구는 자연어 처리 기법을 통해 해양안전심판원의 재결서를 분석하여 이미 재결이 이루어진 선박 충돌사고의 원인 제공 비율을 학습한 후, 새로운 재결서를 입력하면 원인 제공 비율을 예측하는 모델을 개발하고자 하였다. 이 모델은 사고 당시 적용되는 항법과 원인 제공 비율에 영향을 주는 핵심 키워드의 가중치를 이용하여 사고의 원인 제공 비율을 계산하는 방식으로 구성하였다. 이 연구는 이러한 방식을 통해 제작한 모델의 정확도를 분석하고, 모델의 실무 적용 가능성을 검토함과 동시에 충돌사고 재발 방지 및 해양사고 당사자들의 분쟁 해결에 기여할 것으로 기대한다.

소아청소년의 치과손상 발생에 대한 평가 (Assessment on Development of Dental Injuries in Child and Adolescent)

  • 배성숙
    • 한국학교ㆍ지역보건교육학회지
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    • 제13권2호
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    • pp.107-118
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    • 2012
  • Backgrounds: In order to prevent dental injuries that often occur in child and adolescent, it is intended to investigate and assess actual state of the injury development, present epidemiological background, and consider and discuss for preparing preventive means against the injury development. Purpose: It was attempted to understand major features of dental injuries developing in child and adolescent and indentify high risk factors of dental injuries in child and adolescent. Methods: In this study, 523 cases of computerized data collected as disease entities of dental injuries among 1-18 years old patient visiting S university hospital located in Seoul in 2009 were analyzed and following results were obtained. Results: It was found that the ratio of dental injuries by genders in child and adolescent was 66.14% of male and 33.86% of female. It was shown also that causes of dental injuries by ages were more in order of falling, bumping, chewing, traffic accident, sports, violence, and crash. In addition places where dental injuries occur by ages were home in less than 5 year old group, park, playground, and play yard in 6-11 year old group, park, playground, and play yard also in 12-14 year old group, and stairs, road, and outdoor places such as mountain climbing, beach, and camping in 15-18 year old group. It was found that time rages when dental injuries in child and adolescent often develop were 15-19 o'clock for falling, 15-19 o'clock for crash, 15-19 o'clock for bumping, 19-03 o'clock for violence, 15-19 o'clock for traffic accident, 15-19 o'clock for sports activity, and 15-19 o'clock for chewing. Conclusion: Background of dental injury inducing factors are very complicated and diversified, so deep study and analysis are required for its prediction. Therefore, it seems necessary to identify risk factors by phases such as before, at, and after accident, establish strategies to reduce injury development, and develop and utilize necessary programs.

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산업재해환자(産業災害患者) 40례(例)를 통한 한의학적(韓醫學的) 치료(治療)의 접근성(接近性)에 대한 고찰(考察) (The clinical analysis on 40 patients of industrial accident)

  • 박은주;조명래
    • Journal of Acupuncture Research
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    • 제20권3호
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    • pp.75-85
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    • 2003
  • Objective : The main purpose of this research is to make a survey of the effective way of the Korean traditional medical care about Industrial accidental patients. Methods : In following research, 40 cases of industrial accidental patients who hospitalized in the Dong-Shin Korean Traditional Medicine Hospital from January 1, 1996 to October 21, 2002 were surveyed. Results : 1. The highest incidence was shown in the age of twenties to fifties as much as 92.5% and the ratio of malr to female was 35:5. 2. The highest type in the industrial is professional negligences. 3. The number of patients via other hospital(82.5%) was much than that of the first visitor to our hospital(17.5%) 4. In admission motives, the patients who had been treated by western medical treatment expressed the dissatisfaction of that treatment, so hoped to be treated by oriental medical styles. 5. CVA was 47.5%, disease of sinews and bones system was 52.5%. 6. Hemiplegia(47.5%) was the most frequent out of all CVA patients symptoms, back pain(32.5%) was the commonest pain region of all the condition of sinews and bones system. 7. At first stage of admission period, Acupunture and Herb-medication was frequently prescribed for hwalhyultonglakgige, but as going to end stage was frequently used for bogi, bohyul, gudam and ansingige. 8. The treatment methods which was used for treating industrial accident was acupunture, cupping therapy, physical therapy.

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교통사고 환자 47례에 대한 임상적 고찰 (The clinical study of the 47 traffic accident victims)

  • 김민정;이수홍;김경호
    • Journal of Acupuncture Research
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    • 제17권3호
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    • pp.250-264
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    • 2000
  • A retrospective study has been carried out for 47 cases of traffic accident victims which was entered to the Dongguk Bundang O. M. Hosp. from Jan 1, 1999 to May 4, 2000. This study was focused on finding out the distribution, pattern of the traffic accidents, clinical characteristics of the patients, motives of their choosing oriental medical treatments, the kinds of oriental medical treatment. This results were as follows : 1. The highest incidence was shown in the age of twenties to thirties as much as 59.6% and the ratio of male to female was 17:30. 2. 80.9% of all patients was injured by car accidents. 68.2% of all patients was injured as drivers and passengers and 19.2% was injured as pedestrians. The highest type in the collision between cars, was rear impact. 3. The number of patient(61.7%) via other hosp. was more than that of the first visitor(38.3%) to our hosp. 4. In admission motives, The patients who had been treated by western medical treatment, expressed the dissatisfaction of that treatment, so hoped to be treated by oriental medical styles. Also The others wanted to be treated by oriental medical methods in the reason of no deep surgical, orthopaedical lesions 5. C-spine sprain(80.9%) was the most frequent out of all patients's diagnosis and then L-spine sprain(51.1%), contusion(46.8%), etc. 6. Head Cervix(80.9%) was the commonest pain region of all patients. and then shoulder back(70.2%), lumbar region(61.7%), etc. 7. In general, the pedestrian injuries were more serious than those sustained in the car as passengers. 8. After discharge, Duration of OPD treatment was long as much as that of admission treatment. 9. At first stage of admission period, Herb medication was frequently prescribed for hwalhyultonglakgige(活血通絡之劑). but As going to end stage, was frequently used for bogi(補氣) bohyul(補血), gudam(祛痰), ansin(安神).

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종사자의 직무사고 현황분석에 관한 연구 (An Accident Analysis for Reducing Railway Staff Fatalities)

  • 곽상록;박찬우;왕종배
    • 한국철도학회논문집
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    • 제16권2호
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    • pp.122-128
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    • 2013
  • 철도여객 안전에 초점을 둔 안전관리활동의 결과로 철도여객 사망자는 크게 감소하여 2009년 이후 선진국 수준의 높은 안전성을 달성하였다. 반면, 철도종사자의 작업중 사고는 지속적으로 발생하여 선진국 사고율의 5배 이상 높은 실정이다. 철도종사자의 작업중 사고율이 높으나, 이에 대한 기초연구가 부족하고 사고 원인 중 상당수가 작업자 개인의 부주의로 보고되고 있어 현재까지 종합적인 종사자의 사고예방을 위한 안전대책이 없는 실정이다. 본 연구에서는 국내 철도사고통계를 분석하여 종사자의 작업중 사고원인을 분석하였다. 종사자의 작업중 사고중 피해가 가장 큰 운행중인 열차와 작업자의 충돌로 인한 철도교통사고에 초점을 두었으며, 사고 피해예방 대책 현황 및 국내의 문제점 분석, 국내외 안전성 비교 등을 수행하여, 종사자의 직무사고 예방을 위한 새로운 대책 개발에 활용하고자 하였다.

구강악안면 외상환자의 조직손상의 양상 및 정도에 관한 임상적 연구 (A CLINICAL STUDY OF THE APPEARANCE AND DEGREE OF THE FACIAL INJURIES)

  • 소병수;안태섭;윤철희;진우정;신효근
    • Maxillofacial Plastic and Reconstructive Surgery
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    • 제17권3호
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    • pp.264-276
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    • 1995
  • This is a clinical and retrospective study on the patients with oral and maxillofacial trauma. This study was based on a series of 917 patients were treated as in-patients, at Chon-buk National University Hospital, during the period of Jan., 1989 through Dec., 1993. The results obtained were as follows : 1. The ratio of men to women were 3.59 : 1 in oral and maxillofacial injuries, 3.92 : 1 in facial bone fractures, and 3.18 : 1 in soft tissue injuries. 2. The oral and maxillofacial injuries occurred most frequently in the third decade(32.2%), and fourth, second, fifth decade in orders. 3. The major etiologic factors were traffic accident(57.4%) and fall-down(17.1%), interpersonal accident(16.6%), and industrial accident were next in order of frequency. 4. The incidence of facial bone fracture was 72.1%, soft tissue injury 58.8%, and dental injury 40.5%. 5. The most common site of fracture were mandible(62.9%) and maxilla(19.9%), zygoma and zygomatic arch(18.7%), and nasal bone(4.7%) were next in order of frequency. 6. The most common type of soft tissue injury was laceration(51.0%). The lesion of soft tissue injuries were mostly 1 or 2 lesions and deep.

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차량사고 위험도를 고려한 방풍벽 설치기준 (Decision Making Process for Wind Barrier Installation Considering Car Accident Risk)

  • 김동현;이일근;권순덕;조병완
    • 한국전산구조공학회논문집
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    • 제23권1호
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    • pp.17-26
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    • 2010
  • 본 연구에서는 강풍에 의한 차량의 주행안정성 확보를 위해 설치하는 방풍벽의 설치기준을 제안하였다. 이를 위하여 먼저 차량전용해석 수단인 CarSim 및 TruckSim을 사용하여 풍속 및 차량속도에 따른 횡방향 이탈량을 계산하고, 이로부터 차종별 위험 풍속을 결정하였다. 그리고 방풍벽 설치 여부의 판단을 위해 방풍벽 설치로 인해 얻을 수 있는 사고위험과 주행편익 등을 생애주기 동안의 비용으로 환산하였다. 사고위험 계산을 위해 해당지역의 풍속확률분포, 일평균통행량, 차종별 혼입율 및 구간풍속 지속시간 등을 이용하였다. 방풍벽 설치 전과 후의 총 비용과 편익을 비교하여 방풍벽 설치로 인한 편익이 설치 비용보다 큰 경우 방풍벽을 설치하는 것으로 판정하였다. 수치해석을 통해 고속도로 상의 두 곳을 대상으로 방풍벽 설치 여부에 대한 판정을 수행하였다.

중대사고시 금속용융물층의 냉각 조건과 높이가 열속 집중 현상에 미치는 영향 (Focusing effect of a Metallic Layer according to the Cooling Condition and Height in a Severe Accident)

  • 문제영;정범진
    • 에너지공학
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    • 제24권1호
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    • pp.78-87
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    • 2015
  • 중대사고시 금속용융물층의 열속 집중 현상(Focusig effect)에 대해 상부와 측면벽의 냉각 조건과 높이를 변화시키면서 실험과 수치해석을 수행하였다. 상사성(Analogy) 원리를 이용해 열전달 실험 대신 물질전달 실험을 수행하였으며 황산-황산구리 수용액의 전기도금계를 물질전달계로 채택하였다. $Ra_H$$8.49{\times}10^7{\sim}5.43{\times}10^9$ 범위에서 상부와 측면벽의 냉각 조건을 세 가지로, 높이를 네 가지로 변화시키면서 열전달을 측정하였다. 상부만 냉각인 경우의 실험결과를 동일한 조건인 Rayleigh-Benard 자연대류 상관식과 비교한 바 Dropkin과 Somerscales, Globe와 Dropkin의 상관식과 매우 일치하였다. 측면벽만 냉각인 경우, 상부와 측면벽 모두 냉각인 경우, 상부만 냉각인 경우 순으로 열전달이 감소하였고, 냉각 조건을 고정한 상태에서 높이를 감소시킬수록 측면 열전달이 향상되었다.

Mass Interception Fractions and Weathering Half-lives of Iodine-131 and Radiocesium in Leafy Vegetables Observed after the Fukushima Daiichi Nuclear Power Plant Accident

  • Tagami, Keiko;Uchida, Shigeo
    • Journal of Radiation Protection and Research
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    • 제46권4호
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    • pp.178-183
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    • 2021
  • Background: This study was carried out to provide environmental transfer parameter values to estimate activity concentrations of these radionuclides in agricultural crops when direct contamination occurred. Materials and Methods: Mass interception fractions (FBs) and weathering half-lives (Tws) of 131I and radiocesium were calculated using openly available monitoring data obtained after the Fukushima Daiichi Nuclear Power Plant accident. FB is the ratio between the initial radioactivity concentration of a radionuclide retained by the edible part of the plant (Bq·kg-1 fresh weight [FW]) and the amount of deposited radionuclide in that area (Bq·m-2). Tw values can be calculated using activity concentrations of crops decreased with time after the initial contamination. Results and Discussion: Calculated FB and Tw values for 131I and radiocesium were mostly obtained for leafy vegetables. The analytical results showed that there was no difference of FBs between 131I and radiocesium by t-test; geometric mean values for leafy vegetables cultivated under outdoor conditions were 0.058 and 0.12 m2·kg-1 FW, respectively. Geometric mean Tw value of 131I in leafy vegetables grown under outdoor conditions was 8.6 days, and that of radiocesium was 6.6 days; there was no significant difference between Tw values of these radionuclides by Wilcoxon rank sum test. Conclusion: There was no difference between 131I and radiocesium for FBs and Tws. By using these factors, we would be able to carry out a rough estimation of the activity concentrations of 131I and radiocesium in the edible part of leafy crops when a nuclear accident occurred.