• Title/Summary/Keyword: 교통사고데이터

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Implementation of A System to Prevent Drowsy Driving Using Google ML Kit (구글 ML Kit 을 이용한 졸음 운전 예방 시스템 구현)

  • Park, Jin-A;Lim, Jun-Hwan;Park, Su-Jin;Noh, Giseop
    • Annual Conference of KIPS
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    • 2021.11a
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    • pp.574-576
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    • 2021
  • 본 논문에서는 딥러닝을 이용한 구글 ML Kit 를 이용하여 직접적이고 효과적인 졸음운전 예방기술을 구현하였다. 본 연구에서는 눈 상태를 인식하여 졸음을 감지하고 경보음을 발생시켜 교통사고 안전성 향상을 위한 방안을 제안하고 구현하였다. 또한, 정부 공공데이터 활용을 통해 성능테스트를 진행하여 시스템의 성능을 검증하였다.

A Study comparing accuracy methods of collision·stranding, and route planning service for small vessels (소형선박 대상 충돌·좌초 및 추천항로 서비스 정확도 비교 방안 연구)

  • Jong-Hwa Baek;Younghoon Yang;Junrae Cho;Deuk-Jae Cho
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2023.05a
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    • pp.210-211
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    • 2023
  • To reduce maritime accidents and improve safety for domestic ships, the government has developed and is operating the Korean e-Navigation Service. The ship collision and grounding monitoring service and the route planning service were developed based on the experience of captains and navigators who navigated large ships. However, in Korea, small ships account for a large portion of the users of these services, so there are various difficulties and additional requirements for applying services based on large ships to small ships. To improve this, a data science-based algorithm model using maritime digital traffic information is being developed for small ships, and it is important to evaluate the performance of the developed model and compare its accuracy with existing services. In this study, we propose a performance evaluation method for the developed algorithm model and study how to compare and evaluate its accuracy with existing e-navigation services.

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Building an Algorithm for Compensating AIS Error Data (AIS 에러 데이터 관리기법에 대한 연구)

  • Kim, Do-Yeon;Hong, Taeho;Jeong, Jung-Sik;Lee, Sang-Jae
    • Journal of the Korean Institute of Intelligent Systems
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    • v.24 no.3
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    • pp.310-315
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    • 2014
  • The domestic maritime environment shows higher frequency of maritime accidents amidst greater traffic volume arising from increasing international seaborne trade and maritime leisure activities. To reduce such maritime accidents, there exist various kinds of safety navigation devices in the ship bridge aimed to mitigate burdens of navigators and support their accurate decision making. Amongst is the AIS considered very important, which is an automatic tracking system to assist understanding of the circumstances in the vicinity by receiving information of other ships and also sending its own; where the information contains errors initially, however, such wrong information is periodically transmitted, accordingly giving rise to hindrance sometimes in decision making by shore operators or ship navigators at sea. This study is to propose the error data and field management algorithm using fuzzy theory toward improving reliability and accuracy in ship related information received from AIS.

Bridge Road Surface Frost Prediction and Monitoring System (교량구간의 결빙 예측 및 감지 시스템)

  • Sin, Geon-Hun;Song, Young-Jun;You, Young-Gap
    • The Journal of the Korea Contents Association
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    • v.11 no.11
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    • pp.42-48
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    • 2011
  • This paper presents a bridge road surface frost prediction and monitoring system. The node sensing hardware comprises microprocessor, temperature sensors, humidity sensors and Zigbee wireless communication. A software interface is implemented the control center to monitor and acquire the temperature and humidity data of bridge road surface. A bridge road surface frost occurs when the bridge deck temperature drops below the dew point and the freezing point. Measurement data was used for prediction of road surface frost occurrences. The actual alert is performed at least 30 minutes in advance the road surface frost. The road surface frost occurrences data are sent to nearby drivers for traffic accidents prevention purposes.

Verifying the Voluntariness of the Location of Drunk Driving Accidents (음주운전사고 발생위치의 임의성 검증)

  • Nam, Kwang-Woo;Kang, In-Joo
    • Journal of the Korean Association of Geographic Information Studies
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    • v.10 no.2
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    • pp.129-138
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    • 2007
  • The cases of drunk driving accidents have been steadily increasing every year. The number of accidents was quadrupled from 7,303 cases in 1990 to 25,150 cases in 2004. In addition, the proportion of drunk driving accidents to total traffic accidents was 2.9% in 1990 but it increased to 13.0% in 2003. Studies of drunk driving accidents have been focusing on analyzing psychological decisive factors, classifying drivers' individual characters and types of drunk driving accidents by considering the location of drunk driving accidents. This study assumed that drunk driving accidents would have regular characteristics in respect to spatiality and analyzed its relation with spatial factors such as, accident black spot, the location of bars, the distance of drivers' houses, and spatio-temporal distributional characteristics through drawing density distribution and connecting the time of accidents. In order to achieve the goal of this study, the individual location information was organized and drawn as types of GIS data. From the result of density distribution using Kernel Density Mapping and analysis through the coefficient of areal correspondence, it was understood that drunk driving accidents correlates with some spatial factors.

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Performance Comparison of Wave Information Retrieval Algorithms Based on 3D Image Analysis Using VTS Sensor (VTS 센서를 이용한 3D영상 분석에 기초한 파랑 정보 추출 알고리즘 성능 비교)

  • Ryu, Joong-seon;Lim, Dong-hee;Kim, Jin-soo;Lee, Byung-Gil
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.20 no.3
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    • pp.519-526
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    • 2016
  • As marine accidents happen frequently, it is required to establish a marine traffic monitoring system, which is designed to improve the safety and efficiency of navigation in VTS (Vessel Traffic Service). For this aim, recently, X-band marine radar is used for extracting the sea surface information and, it is necessary to retrieve wave information correctly and provide for the safe and efficient movement of vessel traffic within the VTS area. In this paper, three different current estimation algorithms including the classical least-squares (LS) fitting, a modified iterative least-square fitting routine and a normalized scalar product of variable current velocities are compared with buoy data and then, the iterative least-square method is modified to estimate wave information by improving the initial current velocity. Through several simulations with radar signals, it is shown that the proposed method is effective in retrieving the wave information compared to the conventional methods.

Development of Cognition Character Model for Road Safety Facilities on Vertical Alignment Sections (종단선형구간에서의 도로안전시설물 인지특성 모형개발)

  • Lee, Soo-Beom;Kim, Jang-Wook;Kwon, Hyuk-Min
    • Journal of Korean Society of Transportation
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    • v.23 no.3 s.81
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    • pp.73-84
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    • 2005
  • Highway design criteria are considering roadway safety and smooth driving maneuver. However, a certain highway alignment within design criteria often leads drivers to undesirable situation due to the differences between the original intention of design criteria and the unintended result of drivers' cognition. The differences between them often result in traffic accidents. In order to reduce accident process, highway safety facilities are installed on those roadway sections. However, the relationship between highway environments and human factors has not been deeply studied in Korea. In this study. vertical roadway sections are constructed with 3-D graphical tools. This vertical roadway sections are simulated on a driving simulator in order to identify the differences of drivers' cognition on different roadway environments. Based upon the collected data from the driving simulator, canonical correlation analysis and canonical discriminant analysis of quantification theory II have been performed in order to figure out impacting factors on the degree of roadway safety. Also, based upon quantification theory I. the relationship between roadway safety facilities and the degree of safety has been analyzed.

A Implementation on Interface Module and Communication Protocol for Control Monitoring of the AtoN AIS (AtoN AIS 제어감시용 인터페이스 모듈과 통신프로토콜 구현)

  • Cha, Yeong-Mun;Jeong, Yeong-Cheol;Choi, Jo-Cheon
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.36 no.6B
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    • pp.683-688
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    • 2011
  • Current is change to concept that management traffic of ship os magnified gradually to near shore waters from harbor. Therefore, introducing the technology of AIS in the ground station, lighthouse, bouy, sea facilities etc.. that is support equipment for safety sailing of ship and safety security of harbor and ship administration. The operation and maintenance of AIS for aids to navigation are required to efficient method. With this actuality, sea advanced nation of EU, USA, Japan that has been apply for developing AtoN AIS equipment that is connected equipment of technology standard in IALA. Because of it is expected to depend equipment in income, that is required to domestic technology of the AtoN AIS. This paper is targeted to development that is suitable automation AtoN AIS equipment in environmental peculiarity for constructor AtoN operating administration center. It has been realization send protocol for information interchange.

A Develpment of System Dynamics Model for Airport Sustainability Assessment (공항의 지속가능성 평가모형의 개발)

  • Yu, Gwang-Ui;Kim, Won-Gyu;Kim, Byeong-Jong;Kim, Mi-Gyeong
    • Journal of Korean Society of Transportation
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    • v.23 no.2
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    • pp.7-24
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    • 2005
  • A large scale international airport is an essential ingredient of the regional and the national economy. It helps the regional and the national economy booming. On the other hand, some international airport forms a region by itself with the surrounding community, which tends to keep growing. The airport development can be viewed as a sort of regional development and its sustainability needs to be examined during both planning phase and operating phase. n this paper, a system dynamic model is proposed to access the sustainability of airport develpment and the model is applied to address the sustainability of Korea's new international airport. Incheon International Airport, develpment. The study reveals that the phase 2 facilities need to be built quickly to meet anticipated future traffic and that the air pollutants need to be reduced by 6% to keep the airport development sustainable.

A Selection of High Pedestrian Accident Zones Using Traffic Accident Data and GIS: A Case Study of Seoul (교통사고 데이터와 GIS를 이용한 보행자사고 개선구역 선정 : 서울시를 대상으로)

  • Yang, Jong Hyeon;Kim, Jung Ok;Yu, Kiyun
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.34 no.3
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    • pp.221-230
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    • 2016
  • To establish objective criteria for high pedestrian accident zones, we combined Getis-ord Gi* and Kernel Density Estimation to select high pedestrian accident zones for 54,208 pedestrian accidents in Seoul from 2009 to 2013. By applying Getis-ord Gi* and considering spatial patterns where pedestrian accident hot spots were clustered, this study identified high pedestrian accident zones. The research examined the microscopic distribution of accidents in high pedestrian accident zones, identified the critical hot spots through Kernel Density Estimation, and analyzed the inner distribution of hot spots by identifying the areas with high density levels.