• Title/Summary/Keyword: Traffic Situation Analysis

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A Study of Classification Analysis about Traffic Conditions Using Factor Analysis and Cluster Analysis (요인분석 및 군집분석을 활용한 교통상황 유형 분류분석)

  • Su-hwan Jeong;Kyeung-hee Han;Jaehyun (Jason) So;Choul-ki Lee
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.22 no.1
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    • pp.65-80
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    • 2023
  • In this study, a classification analysis was performed based on the type of traffic situation. The purpose was to derive the major variable factors that could represent the traffic situation. The TTI(Travel Time Index) was used as a criterion for determining traffic conditions, and analysis was performed using data generally detected by the Vehicle Detecting System(VDS). First, the major factors influencing the traffic situation were selected through factor analysis, and traffic conditions were clustered through a cluster analysis of the major factors. After that, variance analysis for each cluster was performed based on the TTI, and similar clusters were merged to categorize the type of traffic situation. The analysis derived, the maximum queue length and occupancy as major factors that could represent the traffic situation. Through this study, it is expected that efficient management of traffic congestion would be possible by just concentrating on the main variable factors that affect the traffic situation.

Eye-Tracking and Protocol Analyses of Expert and Novice Situation Awareness in Air Traffic Control (항공관제 상황인식에서 전문가와 초보자의 시선추적 및 프로토콜 분석)

  • Hyun, Suk-Hoon;Lee, Kyung-Soo;Kim, Kyeong-Tae;Sohn, Young-Woo
    • Journal of the Ergonomics Society of Korea
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    • v.26 no.4
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    • pp.17-24
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    • 2007
  • Analyses of eye tracking and think-aloud protocol data were performed to examine novice-expert differences in perceptual and cognitive aspects of air traffic controllers' situation awareness. In Experiment 1, three groups of field air traffic controllers (experts, intermediates, novices) were asked to perceive situations that were manipulated by situation complexity. In Experiment 2, protocol analysis for previous situation awareness tasks was performed to extract different task models and strategy models as a function of expertise. Then delayed-recall task and interviews about air control plans for the recalled situations were also executed. Results showed that expert controllers concentrate only on several critical features and have their own strategies to reduce mental workloads.

Monitoring Network Security Situation Based on Flow Visualization (플로우 시각화 기반의 네트워크 보안 상황 감시)

  • Chang, Beom-Hwan
    • Convergence Security Journal
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    • v.16 no.5
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    • pp.41-48
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    • 2016
  • In this paper we propose a new method of security visualization, VisFlow, using traffic flows to solve the problems of existing traffic flows based visualization techniques that were a loss of end-to-end semantics of communication, reflection problem by symmetrical address coordinates space, and intuitive loss problem in mass of traffic. VisFlow, a simple and effective security visualization interface, can do a real-time analysis and monitoring the situation in the managed network with visualizing a variety of network behavior not seen in the individual traffic data that can be shaped into patterns. This is a way to increase the intuitiveness and usability by identifying the role of nodes and by visualizing the highlighted or simplified information based on their importance in 2D/3D space. In addition, it monitor the network security situation as a way to increase the informational effectively using the asymmetrical connecting line based on IP addresses between pairs of nodes. Administrator can do a real-time analysis and monitoring the situation in the managed network using VisFlow, it makes to effectively investigate the massive traffic data and is easy to intuitively understand the entire network situation.

Exploring Air Traffic Controllers' Expertise through Cognitive Task Analysis (인지과제분석(Cognitive Task Analysis)을 통한 항공교통관제사의 전문성 확인)

  • Song, Chang-Sun;Kwon, Hyuk-Jin;Kim, Kyeong-Tae;Kim, Jin-Ha;Lee, Dong-Sik;Sohn, Young-Woo
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.22 no.4
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    • pp.42-55
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    • 2014
  • The purpose of this research was to identify expertise in ait traffic control by using cognitive skill analysis for novices and experts in routine and non-routine situations. The result of study was to understand expertise in air traffic control tasks in terms of what cognitive processes are responsible for the expert's high performance levels. The problem solving task was difficult for novices, but performed relatively automatically by experts in a routine situation. The difficulty could indicate the presence of controlled processing. Rather than rules and strategies, novices focused more on environmental factors, which merely increase cognitive load. In a non-routine situation, novices showed that they did not categorize the information consistently and alternative resources were not available for them. Experts, however, performed automatically a task by arranging and organizing information related to problem solving components in contexts without regard to a routine and non-routine situation. Especially experts developed a stable representation and directed alternative resources for air traffic flow and efficiency. Based on the results, cognitive processes of experts could be useful to understand expert performance and analyze the learning process, which imply the necessity of developing expertise systematically.

Estimation on the Future Traffic Volumes and Analysis on Crossing Situation Risk for Gamcheon Harbor (감천항의 장래 교통량 추정 및 교차상태위험 분석)

  • Kim, Jung-Hoon;Gug, Seung-Gi;Kim, Min-Cheol
    • Journal of Navigation and Port Research
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    • v.30 no.8 s.114
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    • pp.617-622
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    • 2006
  • Gamcheon Harbor was developed to cope with increased freight demand of Busan port and supplement function of the north port. Because container wharf is opened to 1997 as well as general wharf, present maximum 50,000DWT class containerships have been incoming and outgoing. However, In Gamcheon port, small size ships such as fishing boats, miscellaneous boats account for 50 percent of the traffic and a public marine products wholesale market that is building on the north wharf will open in 2008. Therefore, it needs to grasp future year traffic volume before establishing operation plan for port management. Also, analysis on crossing situation risk is required because the breakwater entrance in Gamcheon Harbor is narrow and the crossed passing of ship is ever-present at breakwater front. Thus the traffic volume in the future was presumed and quantitative analysis was achieved on crossing situation though simulations with the traffic volume.

A Study on Scale Analysis of the Induced Traffic by Survey (이용자 설문을 통한 유발수요 규모 분석 - 광명역 고속철도 이용자를 중심으로 -)

  • Jo, Chang-Hee;Yu, Bo-Kuen
    • Proceedings of the KSR Conference
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    • 2010.06a
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    • pp.769-774
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    • 2010
  • KTX Introduced in korea have occurred enhanced services and reduced regional travel time. "Induced traffic" is defined in the traffic demand generated in new project. 'Induced traffic' compared to the Diversion Demand Survey and research on ways to quantify the situation, insufficient analysis of constant and long-term observations are needed to estimate the changes in demand. In this study, Induced traffic effects due to the opening of KTX for analysis survey to passengers by Railway and the scale factor induced traffic review.

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Ecological Interface Design for Air Traffic Control Display (항공기 관제 디스플레이의 생태학적 인터페이스 디자인에 관한 연구)

  • Ko, Seung-Moon;Myung, Ro-Hae
    • Journal of the Ergonomics Society of Korea
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    • v.25 no.4
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    • pp.103-113
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    • 2006
  • The purpose of this study was to evaluate an effect of the new air traffic control display designed by Ecological Interface Design [EID]. The methodology of EID has not been applied to the development of the air traffic control display so far. To design a new air traffic control display by EID, We implemented Work Domain Analysis about the air traffic control domain and made the Work Domain Model that consisted of the five levels of the Abstraction Hierarchy. We extracted the Information Requirement from the completed Work Domain Model and the extracted information requirements from the model were used to design the new air traffic control display. We evaluated an effect of the new air traffic control display designed by EID. Participants for evaluating consisted of 14 active military air traffic controller of the Republic of Korea Air Force. Experiment was designed two factors within subject. Factors manipulated in the experiment included displays type to compare the existing type with the new ecological interface type and included complexity to compare the effect of the high complex situation with the effect of the low complex situation. Response time about questions with relation to air traffic collision situation, accuracy, and subjective work load were measured. The results reveled that EID type's display has a significant effect on response time, accuracy, and subjective work load and verified that EID could be applied to the air traffic control domain that is more complex and dynamic.

A Study on Synthetic Dataset Generation Method for Maritime Traffic Situation Awareness (해상교통 상황인지 향상을 위한 합성 데이터셋 구축방안 연구)

  • Youngchae Lee;Sekil Park
    • Journal of Information Technology Applications and Management
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    • v.30 no.6
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    • pp.69-80
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    • 2023
  • Ship collision accidents not only cause loss of life and property damage, but also cause marine pollution and can become national disasters, so prevention is very important. Most of these ship collision accidents are caused by human factors due to the navigation officer's lack of vigilance and carelessness, and in many cases, they can be prevented through the support of a system that helps with situation awareness. Recently, artificial intelligence has been used to develop systems that help navigators recognize the situation, but the sea is very wide and deep, so it is difficult to secure maritime traffic datasets, which also makes it difficult to develop artificial intelligence models. In this paper, to solve these difficulties, we propose a method to build a dataset with characteristics similar to actual maritime traffic datasets. The proposed method uses segmentation and inpainting technologies to build a foreground and background dataset, and then applies compositing technology to create a synthetic dataset. Through prototype implementation and result analysis of the proposed method, it was confirmed that the proposed method is effective in overcoming the difficulties of dataset construction and complementing various scenes similar to reality.

Analysis of Urban Traffic Network Structure based on ITS Big Data (ITS 빅데이터를 활용한 도시 교통네트워크 구조분석)

  • Kim, Yong Yeon;Lee, Kyung-Hee;Cho, Wan-Sup
    • The Journal of Bigdata
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    • v.2 no.2
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    • pp.1-7
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    • 2017
  • Intelligent transportation system (ITS) has been introduced to maximize the efficiency of operation and utilization of the urban traffic facilities and promote the safety and convenience of the users. With the expansion of ITS, various traffic big data such as road traffic situation, traffic volume, public transportation operation status, management situation, and public traffic use status have been increased exponentially. In this paper, we derive structural characteristics of urban traffic according to the vehicle flow by using big data network analysis. DSRC (Dedicated Short Range Communications) data is used to construct the traffic network. The results can help to understand the complex urban traffic characteristics more easily and provide basic research data for urban transportation plan such as road congestion resolution plan, road expansion plan, and bus line/interval plan in a city.

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Development of Traffic Situation Integrated Monitoring Indicators Combining Traffic and Safety Characteristics (교통소통과 안전 특성을 결합한 교통상황 모니터링 지표 개발)

  • Young-Been Joo;Jun-Byeong Chae;Jae-Seong Hwang;Choul-Ki Lee;Sang-Soo Lee
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.23 no.1
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    • pp.13-25
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    • 2024
  • In traffic management, gaps in understanding traffic conditions continue to exist. While the self-belonging problem indicator develops relative to speed, belonging, and self-based relative inclination, it does not apply elimination criteria that may indicate situations that contrast with attribute-specific problems. In this study, we develop integrated indicators that specify communication situations and safety levels for modeling. We review indicators of changes in traffic conditions and raise safety issues, reviewing the indicators so that ITS data can be applied, analyzing the relationships between indicators through factor analysis. We develop combined, integrated indicators that can show changes and stability in traffic situations and that can be applied in traffic information centers to contribute to the development of a traffic environment that can monitor related traffic conditions.