• Title/Summary/Keyword: accident severity

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Extensive Blunt Hepatic Injury due to Cross-over Traffic Accident - A Case Report of Conservative Management (전단교통사고에 의한 광범위 간장손상 - 보존치료 1례)

  • Jang, In-Seok;Kim, Sung Hwan;Lee, Jung Eun;Kim, Jong Woo;Choi, Jun Young;Shin, Il Woo;Kim, Hyun Ok
    • Journal of Trauma and Injury
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    • v.27 no.3
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    • pp.84-88
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    • 2014
  • The severity of blunt hepatic injury correlates with internal organ damage. We experienced a patient, who had an extensive crushed liver injury. The patient was a 28-year-old man, who was involved in a traffic accident in which a wheel ran over his right upper abdomen. A grade V severe hepatic laceration was diagnosed with computed tomography. His vital signs were stable, so we could wait for times with conservative management. Bile leakage led to biloma and bile spillage into the peritoneal space. Selective percutaneous drainage was needed to control the several biloma. After four months of conservative management, could the patient was discharged in good condition.

Spatiotemporal Feature-based LSTM-MLP Model for Predicting Traffic Accident Severity (시공간 특성 기반 LSTM-MLP 모델을 활용한 교통사고 위험도 예측 연구)

  • Hyeon-Jin Jung;Ji-Woong Yang;Ellen J. Hong
    • Journal of the Institute of Convergence Signal Processing
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    • v.24 no.4
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    • pp.178-185
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    • 2023
  • Rapid urbanization and advancements in technology have led to a surge in the number of automobiles, resulting in frequent traffic accidents, and consequently, an increase in human casualties and economic losses. Therefore, there is a need for technology that can predict the risk of traffic accidents to prevent them and minimize the damage caused by them. Traffic accidents occur due to various factors including traffic congestion, the traffic environment, and road conditions. These factors give traffic accidents spatiotemporal characteristics. This paper analyzes traffic accident data to understand the main characteristics of traffic accidents and reconstructs the data in a time series format. Additionally, an LSTM-MLP based model that excellently captures spatiotemporal characteristics was developed and utilized for traffic accident prediction. Experiments have proven that the proposed model is more rational and accurate in predicting the risk of traffic accidents compared to existing models. The traffic accident risk prediction model suggested in this paper can be applied to systems capable of real-time monitoring of road conditions and environments, such as navigation systems. It is expected to enhance the safety of road users and minimize the social costs associated with traffic accidents.

Data Fusion, Ensemble and Clustering for the Severity Classification of Road Traffic Accident in Korea (데이터융합, 앙상블과 클러스터링을 이용한 교통사고 심각도 분류분석)

  • 손소영;이성호
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2000.04a
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    • pp.597-600
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    • 2000
  • 계속적인 증가 추세를 보이고 있는 교통량으로 인해 환경 문제뿐 아니라 교통사고로 인한 사상자 및 물적피해가 상당량으로 집계되고 있다. 본 논문에서는 데이터융합 및 앙상블 클러스터링방법을 이용한 교통사고 심각도 분류분석방법을 제안함으로서 교통사고예방에 기여하고자 한다. 이를 위하여 신경망과 Decision-Tree기법을 이용하여 얻은 물적피해와 신체상해가 발생할 확률을 융합하는 전형적인 데이터 융합기법(템스터-쉐퍼, 베이지안 방법, 로지스틱융합방법)을 사용하였다. 또한, 분류정확도를 향상시키고자 Bootstrap 재추출 방법을 이용해 얻어진 여러 개의 분류예측 결과 중 다수의 분류결과를 선택하는 앙상블 (arcing, bagging)기법을 적용하였다. 더불어, 본 연구에서는 클러스터링 방법을 제시하고, 이 방법이 기존의 융합기법, 앙상블기법과 비교한 결과, 분류예측면에서 정확도가 향상됨을 보였다.

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Dynamic Analysis of Automobile Collisions with Friction (마찰력이 수반된 자동차 충돌의 동역학적 해석)

  • Han, I.H.
    • Transactions of the Korean Society of Automotive Engineers
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    • v.2 no.2
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    • pp.1-11
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    • 1994
  • The most commonplace of collisions that directly affect people is that of vehicles. Safety studies have noted a correlation between vehicle occupant injury severity and velocity changes. Methods for estimating collision velocity changes are discussed here. This topic is part of what is referred to as accident reconstruction. Only planar collisions are considered. When a vehicle collides with another, impact dynamics with friction should be considered. This paper presents a general analysis methodology of impact. must dynamics incorporating friction. The presence of friction between sliding contacts during the impact makes the problem difficult since the events such as reverse sliding or sticking, which may occur at different times throughout the impact, must be determined. This paper uses the results of RICSAC experiments for verifying the developed methodology. The analysis and experimental results agree well.

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Simplified Evaluation Method for Residual Bond Strength of Reinforced Concrete Using Standard Fire Curve (표준화재곡선을 이용한 잔존부착강도 평가 간략방법 제안)

  • Moon, Do-Young
    • Journal of the Korean Society of Hazard Mitigation
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    • v.10 no.5
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    • pp.41-47
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    • 2010
  • For the enhancement of structural safety of thermally damaged reinforced concrete structure, rapid evaluation of damage in the structure is very important. This study addresses a simplified method which is equivalent to the standard fire curve (ISO 834) for the residual bond strength evaluation. In the proposed method, a exposure duration as well as the maximum temperature can be considered. For the comparisons with conventional methods, concrete properties obtained from the report of Daegu subway fire accident were referred and the results support the applicability of the proposed method in this study.

A Study on the Highway Ramp Section for Simulation of Commercial Vehicle ESC Assesment (상용 ESC 평가 시뮬레이션을 위한 국내 고속도로 진출입로 연구)

  • Lee, Hongguk;Park, Joongyoung;Chang, Kyungjin;Suh, Leejung;Yoo, Songmin
    • Journal of Auto-vehicle Safety Association
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    • v.6 no.2
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    • pp.23-28
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    • 2014
  • Commercial vehicle ESC assessment for curvature road was conducted. The previous study of ESC activation condition for losing controllability utilizing the test protocols of double lane change and sine with dwell method was conducted without considering the geometric complexity of roadway design. Since critical rollover accidents were frequently observed in the exit ramp zone, variety of curve, slope and bank have been added for analysis conditions. Detailed feature of the ramp including location, dimension and design characteristics have been analyzed from the typical trumpet type ramp design. Analyzing accident data from 2008, two specific ramps have been selected due to their complexity in design and severity in steering operation.

The Study on the Severity of Children Traffic Accident using Ordinal Logistic Regression Analysis (순서형 로지스틱 회귀분석을 이용한 어린이 사고심각도 분석 연구)

  • Yoon, Byoung-Jo;Ko, Eun-Hyeck;Yang, Sung-Ryong
    • Proceedings of the Korean Society of Disaster Information Conference
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    • 2016.11a
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    • pp.259-260
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    • 2016
  • 어린이의 경우 다른 연령층에 비해 신체적, 정신적으로 완성되지 못하여 교통사고의 가능성이 높으며, 특히 전국의 어린이 교통사고는 점진적으로 감소 추세이나 인천의 어린이 교통사고는 감소하다가 다시 증가 추세에 들어선 실정이다. 따라서 본 연구의 목적은 어린이 교통사고 심각도에 영향을 미치는 주요 요인들을 발견하고 제시하고자 하였다. 순서형 로지스틱 회귀분석을 활용하여 순서척도인 반응변수에 대한 설명변수의 오즈(Odds)를 확인하고자 하였으며 안전운전불이행, 차대사람(횡단중), 차대차(측면직각충돌)사고가 유의한 결과로 나타났다. 안전운전불이행으로 인한 사망사고와 기타사고의 오즈차이는 1.35배, 측면직각충돌로 인한 사망사고와 기타사고의 오즈차이는 1.76배 증가하는 것으로 나타났고, 횡단중인 경우에는 오히려 사망 위험도의 오즈값이 0.58배로 감소하는 것으로 나타났다.

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국가자격도입과 산업안전 재해예방의 연계성에 관한 연구

  • Im, Seong-Il;Park, Jae-Hyeon;Yang, Gwang-Mo;Gang, Gyeong-Sik
    • Proceedings of the Safety Management and Science Conference
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    • 2012.04a
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    • pp.205-220
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    • 2012
  • The construction industry in Korea after the Korean-war has evolved until these days. But the construction industry accident severity rate and frequency is over then the All industry rate. This study analyzed the 'Disaster Statistical Yearbook' of the Korea Occupational Safety and Health Agency, based on the factors that affect construction accidents that is selected and fined the some factors the construction Disaster Prevention Factors. This study will develop the methodology for analyzes that the national qualification is effected to the construction industrial machine disaster prevention status. It suggest two ways to the establishment of disaster trends. First way is the disaster quantitative analysis and second way is comparing the statistical data and the analysis of expert opinion.

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A Study about the Corelation of Calaity Prevention on the Industrial safety and Incoming National Qualification System (국가자격도입과 산업안전 재해예방의 연계성에 관한 연구)

  • Lim, Seong-Il;Park, Jae-Hyun;Lee, Il-Woo;Kang, Kyung-Sik
    • Journal of the Korea Safety Management & Science
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    • v.14 no.2
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    • pp.103-112
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    • 2012
  • The construction industry in Korea after the Korean-war has evolved until these days. But the construction industry accident severity rate and frequency is over then the All industry rate. This study analyzed the 'Disaster Statistical Yearbook' of the Korea Occupational Safety and Health Agency, based on the factors that affect construction accidents that is selected and fined the some factors the construction Disaster Prevention Factors. This study will develop the methodology for analyzes that the national qualification is effected to the construction industrial machine disaster prevention status. It suggest two ways to the establishment of disaster trends. First way is the disaster quantitative analysis and second way is comparing the statistical data and the analysis of expert opinion.

A Study on Risk Evaluation and Classification of Fire Equipments for Certification (소방용품의 강제인증을 위한 위험도평가 및 품목분류에 관한 연구)

  • Choi, Gi-Heung
    • Journal of the Korean Society of Safety
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    • v.24 no.6
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    • pp.7-12
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    • 2009
  • This study focuses on the classification of fire equipments for certification based on the risk evaluation. In general, known statistics on fire equipment-related accidents needs to be used for risk evaluation. When statistics is not available, however, expected frequency and severity of accident for individual equipment can be taken into account in evaluating the related risks. Based on the level of inherent risks, each equipment is then classified into three categories for certification. For equipments that risk evaluation is not possible, characteristics of those products such as reliability are considered for classification. Once classified, each equipment is assigned an appropriate certification module.