• Title/Summary/Keyword: traffic analysis

Search Result 4,945, Processing Time 0.036 seconds

The effect of road weather factors on traffic accident - Focused on Busan area - (도로위의 기상요인이 교통사고에 미치는 영향 - 부산지역을 중심으로 -)

  • Lee, Kyeongjun;Jung, Imgook;Noh, Yunhwan;Yoon, Sanggyeong;Cho, Youngseuk
    • Journal of the Korean Data and Information Science Society
    • /
    • v.26 no.3
    • /
    • pp.661-668
    • /
    • 2015
  • Them traffic accidents have been increased every year due to increasing of vehicles numbers as well as the gravitation of the population. The carelessness of drivers, many road weather factors have a great influence on the traffic accidents. Especially, the number of traffic accident is governed by precipitation, visibility, humidity, cloud amounts and temperature. The purpose of this paper is to analyse the effect of road weather factors on traffic accident. We use the data of traffic accident, AWS weather factors (precipitation, existence of rainfall, temperature, wind speed), time zone and day of the week in 2013. We did statistical analysis using logistic regression analysis and decision tree analysis. These prediction models may be used to predict the traffic accident according to the weather condition.

Design and Implementation of a Web-based Traffic Monitoring and Analysis System (웹 기반의 트래픽 모니터링 및 분석 시스템의 설계와 구현)

  • 이명섭;박창현
    • Journal of KIISE:Information Networking
    • /
    • v.29 no.6
    • /
    • pp.613-624
    • /
    • 2002
  • Within the past decade, TCP/IP network environment has been explosively widespread all over the world. As the internet and the WWW expand their boundaries, the network traffic caused by data transfers over the internet has also increased. In this paper, we present the design and implementation of a WebTraMAS (Web-based Traffic Monitoring and Analysis System) which can resolve the shortcomings of current management approaches, particularly on the network traffic monitoring and analysis. The WebTraMAS presented in this paper performs the network management activities based on the parameters related to the MIB-II of SNMP and the parameters related to the QoS such as network performance and fault. The proposed WebTraMAS, implemented using the WWW technology, is able for the network manager to manage the network easily and platform independently with the performance analysis of internet traffic.

Traffic Anomaly Detection for Campus Networks using Fisher Linear Discriminant (Fisher 선형 분류법을 이용한 비정상 트래픽 탐지)

  • Park, Hyun-Hee;Kim, Mee-Joung;Kang, Chul-Hee
    • Journal of IKEEE
    • /
    • v.13 no.2
    • /
    • pp.140-149
    • /
    • 2009
  • Traffic anomaly detection is one of important technology that should be considered in network security and administration. In this paper, we propose an abnormal traffic detection mechanism that includes traffic monitoring and traffic analysis. We develop analytical passive monitoring system called WISE-Mon which can inspect traffic behavior. We establish a criterion by analyzing the characteristics of a traffic training set. To detect abnormal traffic, we derive a hyperplane by using Fisher linear discriminant and chi-square distribution as well as the analyzed characteristics of traffic. Our mechanism can support reliable results for traffic anomaly detection and is compatible to real-time detection. In addition, since the trend of traffic can be changed as time passes, the hyperplane has to be updated periodically to reflect the changes. Accordingly, we consider the self-learning algorithm which reflects the trend of the traffic and so enables to increase the pliability of detection probability. Numerical results are presented to validate the accuracy of proposed mechanism. It shows that the proposed mechanism is reliable and relevant for traffic anomaly detection.

  • PDF

Traffic Accident Research Using Panel Analysis - Focusing on Seoul Metropolitan Area - (패널분석을 이용한 서울시 교통사고분석 연구)

  • Park, Jun-Tae;Lee, Soo-Beom;Kim, Do-Kyung;Sung, Jung-Gon
    • Journal of the Korean Society of Safety
    • /
    • v.26 no.6
    • /
    • pp.130-136
    • /
    • 2011
  • Since out of a lot of traffic problems traffic accidents cause damage to life and properties of people, it stands out as one of traffic problems which needs improvement, and the loss due to traffic accident negatively affects not only the parties to the accident but also the national economy. Thus, continual concern of the government toward traffic safety is getting bigger and lately each local government is preparing a basic plan for traffic safety and vitalizing traffic safety policies. As expanding the responsibility and role of local governments for traffic safety, traffic safety measures which are based on the characteristics of each local government should be studied. Most of analytical methods in the existing traffic accidents prediction models with macroscopic vision focus on socioeconomic variables such as local population and the number of registered vehicles, and present a great deal of prediction error when they are applied in practice. In this context, this study proposed a traffic accident prediction model in respect of macroscopic level for autonomous districts (administrative districts) of Seoul City. The model development was not based on the entire city but on the type of local land usage (development density) whose relationship with traffic accident frequency was analyzed.

A Study on the Improvement of Standards of Traffic Information Service and Provide Services Based on the Detailed Traffic Information (교통정보서비스 표출기준 개선 및 상세교통정보 기반 서비스 제공방안 연구)

  • Bae, Kwangsoo;Lee, Seungcheol
    • Journal of Information Technology Services
    • /
    • v.17 no.4
    • /
    • pp.85-100
    • /
    • 2018
  • In this study, we formulated rational criteria to efficiently provide traffic information services via a crafted approach. By utilizing this, we presented a detailed traffic information service providing method that can overcome the limitations of existing link unit information provision system. Three methodologies such as user survey, data mining, and KHCM (Korea Highway Capacity Manual) utilization method were applied to formulate a rational expression standard for traffic information service. Each method was designed to establish a quantitative criterion for various traffic conditions and to enable user-oriented traffic information service in consideration of the traffic principal/compatibility. Considering the results of each methodological analysis in a comprehensive manner, the basic expression standards for traffic information service was formulated. Then we presented improvements such as traffic condition step by road, speed range of traffic condition, expression term of traffic condition and so on. In order to complement the problems of the information provision system of the existing link unit based on the derived improvement criterion, we presented the detailed traffic information service provision method by using the traffic speed data of the second order. And we applied this to the two links of Daegu city. The method presented in this research can improve the quality of traffic information service. Not only it can be used for various fields such as optimal route search, traffic safety service and so on.

An Analysis on the Relative Importance of the Risk Factors for the Marine Traffic Environment using Analytic Hierarchy Process

  • Lee, Hong-Hoon;Kim, Chol-Seong
    • Journal of the Korean Society of Marine Environment & Safety
    • /
    • v.19 no.3
    • /
    • pp.257-263
    • /
    • 2013
  • The classification of risk factors and the identification of risk acceptance criteria are core works to assess risk levels with high enough confidential level in the field of marine traffic environment. In the previous study work, the twenty kinds of risk factors and its assessment criteria for the domestic marine traffic environment were proposed. In this paper, with these previous studying results, the relative importance of the risk factors were analyzed by questionnaire survey of marine traffic experts using the analytic hierarchy process. The analysis results showed that the relative importance of the visibility restriction is the highest among the twenty kinds of risk factors, and the relative importance of the traffic condition is the highest among the five kinds of risk categories. As results from analysis, it is expected that the approaching method on the relative importance is to be one of basic techniques for the development of risk assessment models in the domestic marine traffic environment.

The Study on the Error Rate Analysis for the Occupied Bandwidth of Internet Real-time Traffic (인터넷 실시간 트래픽의 점유대역폭 오차율 분석에 관한 연구)

  • Lee, Sung-Hwa
    • The Journal of the Institute of Internet, Broadcasting and Communication
    • /
    • v.12 no.4
    • /
    • pp.167-172
    • /
    • 2012
  • This paper aims on comparative analysis of measuring efficiency of occupied bandwidth between MRTG average traffic and internet real-time traffic by measuring the type of internet application service. Through this analysis, the user can measure their internet line and occupy a certain amount of bandwidth and will have to invest on how much is compared to MRTG maximum traffic graph. The result of measurement proved 1.4 times to 20 times occupied bandwidth error rate between real-time and average traffic by the type of internet services.

A Study on the Application of Glow Line Marking Technology Development for Reducing Traffic Accidents at Nighttime (도로의 야간 교통사고 저감을 위한 야광형 포장노면표시 기술개발의 적용성 연구)

  • Lee, Yong Mun;Kim, Heung Rae;Kim, Sang Tae
    • International Journal of Highway Engineering
    • /
    • v.17 no.3
    • /
    • pp.59-68
    • /
    • 2015
  • PURPOSES : This study suggests the application of glow line marking technology for reducing traffic accidents at nighttime. METHODS : In this study, using a statistical analysis, we analyzed the characteristics of traffic accidents occurring at nighttime. Next, the strength, weakness, opportunity, and threat (SWOT) factors were derived based on a current-status analysis of glow line marking technology and road environments. An SO strategy, ST strategy, WO strategy, and WT strategy were established in accordance with the four SWOT factors. RESULTS : This study suggests that the following strategies should be promoted to apply glow line marking technology to a road environment: 1) an activation strategy for the technological development of glow line markings for a new paradigm in reducing traffic accidents, 2) a benefit enhancement strategy applying glow line marking technology in places where nighttime traffic accidents frequently occur, 3) a strategy for the expansion of glow line marking by replacing streetlights, and 4) a strategy for enhancing road applications through the development of various line marking methods in consideration of both performance and costs. CONCLUSIONS : The application of glow line markings in a road environment can contribute to a reduction of traffic accidents at nighttime, and aid energy savings from the replacement of streetlights.

Prediction Table for Marine Traffic for Vessel Traffic Service Based on Cognitive Work Analysis

  • Kim, Joo-Sung;Jeong, Jung Sik;Park, Gyei-Kark
    • International Journal of Fuzzy Logic and Intelligent Systems
    • /
    • v.13 no.4
    • /
    • pp.315-323
    • /
    • 2013
  • Vessel Traffic Service (VTS) is being used at ports and in coastal areas of the world for preventing accidents and improving efficiency of the vessels at sea on the basis of "IMO RESOLUTION A.857 (20) on Guidelines for Vessel Traffic Services". Currently, VTS plays an important role in the prevention of maritime accidents, as ships are required to participate in the system. Ships are diversified and traffic situations in ports and coastal areas have become more complicated than before. The role of VTS operator (VTSO) has been enlarged because of these reasons, and VTSO is required to be clearly aware of maritime situations and take decisions in emergency situations. In this paper, we propose a prediction table to improve the work of VTSO through the Cognitive Work Analysis (CWA), which analyzes the VTS work very systematically. The required data were collected through interviews and observations of 14 VTSOs. The prediction tool supports decision-making in terms of a proactive measure for the prevention of maritime accidents.

ATM Traffic Analysis: Burst Scale Probability Function

  • Kemelmacher, E.Rozenshine
    • Proceedings of the IEEK Conference
    • /
    • 2002.07b
    • /
    • pp.876-879
    • /
    • 2002
  • The paper presents the analysis and results of traffic measurements in the 155 Mbit/s real working ATM backbone network. The traffic is described as an ordered sequence of real-time cells. In this paper we analyze two timescales in which some form of a stochastic process is taking place: cell scale and burst scale. We present another way to describe the cell flow in ATM networks by definition the function, designed to be the probability of the burst of length ∫in n sequential slots.

  • PDF