• Title/Summary/Keyword: 보행 사고

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Proactive safety support system for vulnerable pedestrians using Deep learning method (보행취약자 보행안전을 위한 딥러닝 응용 기법)

  • Song, Hyok;Ko, Min-Soo;Yoo, Jisang;Choi, Byeongho
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2017.06a
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    • pp.107-108
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    • 2017
  • 횡단보도 인근에서는 보행취약자의 사고가 끊이지 않고 있으며 사고예방 및 사고의 절감을 위하여 선제적안 안전시스템의 개발이 요구되고 있다. 선제적 안전시스템의 개발을 위하여 빅데이터를 이용한 안전 데이터 도출, 영상분석을 이용한 보행자 행동특성 모니터링 시스템의 개발 및 사고감소를 위한 안전 시스템 개발이 진행되고 있다. 보행취약자 위험상황 판단에 대한 정의를 빅데이터 분석을 통해 도출하고 횡단보도 주변 안전 시스템의 개발을 기존 시스템에 적용 및 새로운 시스템을 개발하며 이에 적합한 딥러닝 영상분석 시스템을 개발하였다. 본 논문에서는 딥러닝 모델을 이용하여 객체의 검출, 분석을 수행하는 객체 검출부, 객체의 포즈와 행동을 보여주는 영상 분석부로 구성되어 있으며 기존 모델을 응용하여 최적화한 모델을 적용하였다. 딥러닝 모델의 구동은 리눅스 서버에서 운용되고 있으며 딥러닝 모델 구동을 위한 여러 툴을 적용하였다. 본 연구를 통하여 보행취약자의 검출, 추적, 보행취약자의 포즈 및 위험상황을 인식하고 안전시스템과 연계할 수 있도록 구성하였다.

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Analysis for Jamming Accident on Emergency Escape through the Bottleneck under High Density Condition (과밀상태하의 병목구간에서 피난 시 보행자 압사사고 해석)

  • Song, Gyeong-Won;Park, Jun-Young
    • Proceedings of the Korea Institute of Fire Science and Engineering Conference
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    • 2011.11a
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    • pp.490-493
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    • 2011
  • 공연과 스포츠 문화의 발전으로 한정된 구역에 불특정 다수의 사람들이 모이는 일이 빈번하게 일어나고 있다. 이에 비례하여 불특정 다수의 압사사고 역시 자주 일어나고 있다. 이러한 압사사고는 인도, 일본, 독일 등 세계 곳곳에서 일어나며, 국내에서도 자주 발생하는 압사사고는 단순히 안전불감증 문제로만 치부되어 특별한 과학적 해석이 행해지지 않는 문제점을 가지고 있다. 이러한 압사사고는 보행자의 심리와 물리적 충돌에 의한 힘에 의하여 일어나는 특징을 가지고 있다. 따라서 본 연구에서는 집합행동심리를 고려한 이산요소법을 활용하여 과밀상태하의 병목구간에서의 보행자 피난 유동 해석 연구를 진행한다. 연구의 변수로는 출구의 폭, 출구 각도 그리고 보행자의 혼란정도를 나타내는 Panic Factor가 선택되었다.

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A Study on the Change of Traffic Accidents Around the Pedestrian Priority Zone (보행자 우선도로 개선 사업으로 인한 교통사고 변화에 대한 연구)

  • JANG, Jae-Min;LEE, Young-Ihn;KIM, Sukhee;CHOI, Hoi-Kyun
    • Journal of Korean Society of Transportation
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    • v.36 no.2
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    • pp.112-128
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    • 2018
  • We are implementing pedestrian priority zone policy to certain districts to reduce greenhouse gas and to develop eco-friendly city which has more focus on pedestrians' walking environment. This policy has contributed to citizens' satisfaction level with improved public transportation service as well as more spacious streets for walk. Despite highly positive influence of pedestrian priority zone policy to the walking environment, we need to anticipate the impact of this to traffic environment as it may have bad effect to the overall traffic flow around the zone where the policy is implemented. This research has analyzed the change of characteristics of traffic accidents around the eco-traffic area of Hang-Gung dong, Suwon city, to understand impact of the pedestrian priority zone policy to the traffic surroundings, with pre-post analysis methodology. As a result, number of accidents related to pedestrians showed decrease as pedestrian priority zone is designed operated with focus to pedestrians. But accidents related illegal U-turn and violation of the traffic signal showed (significant) increase as there was a restriction of turns and decrease of overall traffic speed. To prevent the accidents above, we need to notice drivers to pay special attention before the pedestrian priority zone event, and information from this research should be given to the drivers through safety signs and mobile application at the place near to the event.

Development of Pedestrian Fatality Model using Bayesian-Based Neural Network (베이지안 신경망을 이용한 보행자 사망확률모형 개발)

  • O, Cheol;Gang, Yeon-Su;Kim, Beom-Il
    • Journal of Korean Society of Transportation
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    • v.24 no.2 s.88
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    • pp.139-145
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    • 2006
  • This paper develops pedestrian fatality models capable of producing the probability of pedestrian fatality in collision between vehicles and pedestrians. Probabilistic neural network (PNN) and binary logistic regression (BLR) ave employed in modeling pedestrian fatality pedestrian age, vehicle type, and collision speed obtained from reconstructing collected accidents are used as independent variables in fatality models. One of the nice features of this study is that an iterative sampling technique is used to construct various training and test datasets for the purpose of better performance comparison Statistical comparison considering the variation of model Performances is conducted. The results show that the PNN-based fatality model outperforms the BLR-based model. The models developed in this study that allow us to predict the pedestrian fatality would be useful tools for supporting the derivation of various safety Policies and technologies to enhance Pedestrian safety.

Estimating the Effectiveness of Road Safety Features using Pedestrian Accident Probability Model (보행자 사고확률모형을 이용한 도로안전시설물의 효과도 추정(4차로 일반국도를 대상으로))

  • Park, Gyu-Yeong;Lee, Su-Beom
    • Journal of Korean Society of Transportation
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    • v.24 no.4 s.90
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    • pp.55-65
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    • 2006
  • The ratio of Pedestrians in traffic accident fatality takes up 43% in Korea, which is 2.5 times as much as OECD's average. The traffic accidents features by road type shows that the fatality of the national highway posts the highest due to the accidents of pedestrians. Accordingly, the establishment of safety facilities for pedestrians is expected to increase on the rural roads for the prevention of pedestrian accidents. However, studies on pedestrians have been mainly focused on urban intersections. In Particular, studies on estimating the effectiveness of safety features for pedestrians are very poor. Thus, in this study. the Pedestrian accident probability model on four lane national highway was developed by using logit model. Also, this study analyzed and proposed the effect of facilities as a relative risk by using an odds ratio. As a result of the analysis, the Improvement of sight distance, installing sidewalks and lightings were proven effective alternatives for reducing the pedestrian accidents.

Development of Pedestrian Safety Index - Focused on Gyeongnam Province - (보행자안전지수 개발 - 경남도를 중심으로 -)

  • Kim, Kyung Whan;Oh, Il Seong
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.31 no.4D
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    • pp.497-509
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    • 2011
  • Walking is basic and important means of transportation for human. Although recently safety for pedestrians relating to traffic safety is considered to be important, efforts and interest for pedestrian safety are very unsatisfactory. Thus, it is needed to develop a pedestrian safety index which could be used to plan pedestrian safety program and to reduce/prevent pedestrian accidents. In this study, the Pedestrian Safety Index about 10 cities in Gyeongnam Province was developed using 5 factors highly influencing on pedestrian safety, which are the five year average pedestrian accidents per 100,000 population, the year 2009 pedestrian accidents per 100,000 population, crosswalk signal obey rate, jaywalking rate, and the year 2009 pedestrian accidents for children under 14 years and the elderly over 65 years. The perfect score for the index is 100. As the score becomes nearer to 100, pedestrian safety becomes better. The pedestrin safeties of Changwon, Gimhae and Masan are good and those of Sachon and Tongyong are bad. Tongyong's low score at the index is due to high pedestrian accidents rate only and Sachon's low score is due to high pedestrian accidents rate and jaywalking. At the pedestrian safety index of 10 counties of Gyeongnam Province, the pedestran safeties of Hamyang and Hapchon are good and those of Haman, Hadong and Gosung are bad.

Analysis on Effects of Visual Messages and Auditory Messages on Pedestrian Safety Behavior (시각적 메시지와 시각적-청각적 메시지가 보행자의 안전행동에 미치는 효과분석)

  • Kim, Jin kwan;Oah, She Zeen
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.19 no.5
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    • pp.138-150
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    • 2020
  • Pedestrians are the most vulnerable road users. According to one analysis of traffic accidents over a five year period, pedestrians accounted for about 40% of all road traffic deaths in South Korea. Although some policy and engineering approaches have been taken to reduce and prevent traffic accidents, the annual accident change rate is -0.7%, which is insufficient. This study verifies the effectiveness of presenting visual messages to pedestrians and the effect from adding auditory messages to the visual messages. The experiment was conducted on crosswalks adjacent to an intersection, and safety behaviors were recorded for a total of 898 pedestrians and considered sufficient. As a result of the study, overall pedestrian safety behavior improved when both visual and auditory messages were presented, rather than just visual messages. Therefore, the results indicate it is more effective to provide a mixed visual/auditory form of messages, rather than providing single stimulus messages.

Factors Affecting Injury Severity in Pedestrian-Vehicle Crash by Novice Driver (초보 운전자에 의한 보행자-차량 교통사고의 심각도 영향 요인 분석)

  • Choe, Sae-Ro-Na;Park, Jun-Hyeong;O, Cheol
    • Journal of Korean Society of Transportation
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    • v.29 no.4
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    • pp.43-51
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    • 2011
  • Since a variety of factors are associated with crash occurrence, the analysis of causes of crash is a hard task for traffic researchers and engineers. Among contributing factors leading to crash, the characteristics of driver is of keen interest. This study attempted to identify factors affecting the severity of pedestrian in the collision between pedestrian and vehicle. In particular, our analyses were focused on the novice driver. A binary logistic regression technique was adopted for the analyses. The results showed that driver's age, crash location, and the frequency of violations were dominant factors for the severity. Findings are expected to be useful information for deffective policy- and education-based countermeasures.

Safety device design for preventing pedestrian accidents (보행자 교통사고 예방용 거리측정 및 무선 전송장치 설계)

  • Park, Soo-Bin;Sung, Min-Gwan;Yun, Sang-Seok
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2022.10a
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    • pp.161-163
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    • 2022
  • In spite of the recent enforcement of policies to reduce traffic accidents, pedestrian safety accidents on the back road continue to occur. In this paper, we propose a device design to prevent traffic accidents capable of measuring distance and wireless communication to quickly notify pedestrians of the vehicle's approach in a safety blind spot. The accuracy of vehicle and pedestrian distance measurement was tested using ultrasonic and radar sensors with a wide sensing range, and the possibility of responding to accidents that could provide safety for pedestrians in emergency situations was verified through a wireless communication connectivity test between target boards.

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Contributory Negligence Study on Traffic Accident in Area Between Crosswalk and Stop Line at Intersections (횡단보도와 횡단보도 정지선간 이격공간에서의 과실상계 연구)

  • 신성훈;장명순;김남현
    • Journal of Korean Society of Transportation
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    • v.21 no.5
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    • pp.41-48
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    • 2003
  • Korea Claim Adjustor Association(KCAA) defines the near pedestrian crossing accidents as those accidents that occurred in the area within 25m from pedestrian crossing on the arterial road and within 15m from pedestrian crossing on other classes of road. Accidents between pedestrian crossing and stop line are classified as the accident near pedestrian crossing. Reviewing of current statute and court precedent, three kinds of traffic accidents which are accidents occurred in the pedestrian crossing. near pedestrian crossing and the area between pedestrian crossing and stop line. should be distinguished by different pedestrian contributory negligence. To find out how different they are. we surveyed transportation society members about the contributory negligence of traffic accidents between pedestrian crossing and stop line and the results are as follows : (1) The current two classification of pedestrian crossing accidents and near pedestrian crossing accidents should be changed to three classification of pedestrian crossing accidents that includes accidents on pedestrian crossing, near pedestrian crossing and between pedestrian crossing and the stop line. (2) For the pedestrian's contributory negligence, the least reasonability to pedestrian is accident on the pedestrian crossing. The next one is the accident between pedestrian crossing and stop line and the last is the accident near pedestrian crossing. (3) Pedestrian contributory negligence for accident by space is recommended as 〈table 8〉, 〈table 9〉, 〈table 10〉. (4) Contributory negligence rate of the accident on the pedestrian crossing during red light should be modified to be less than that of near pedestrian crossing.