• 제목/요약/키워드: Traffic Flow

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교차로에서 원활한 교통 흐름 지원을 위한 VANET 기반 동적인 교통 신호등 제어 기법 (Dynamic Traffic Light Control Scheme Based on VANET to Support Smooth Traffic Flow at Intersections)

  • 차시호;이종언;류민우
    • 디지털산업정보학회논문지
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    • 제18권4호
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    • pp.23-30
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    • 2022
  • Recently, traffic congestion and environmental pollution have occurred due to population concentration and vehicle increase in large cities. Various studies are being conducted to solve these problems. Most of the traffic congestion in cities is caused by traffic signals at intersections. This paper proposes a dynamic traffic light control (DTLC) scheme to support safe vehicle operation and smooth traffic flow using real-time traffic information based on VANET. DTLC receives instantaneous speed and directional information of each vehicle through road side units (RSUs) to obtain the density and average speed of vehicles for each direction. RSUs deliver this information to traffic light controllers (TLCs), which utilize it to dynamically control traffic lights at intersections. To demonstrate the validity of DTLC, simulations were performed on average driving speed and average waiting time using the ns-2 simulator. Simulation results show that DTLC can provide smooth traffic flow by increasing average driving speed at dense intersections and reducing average waiting time.

Flow based Sequential Grouping System for Malicious Traffic Detection

  • Park, Jee-Tae;Baek, Ui-Jun;Lee, Min-Seong;Goo, Young-Hoon;Lee, Sung-Ho;Kim, Myung-Sup
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권10호
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    • pp.3771-3792
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    • 2021
  • With the rapid development of science and technology, several high-performance networks have emerged with various new applications. Consequently, financially or socially motivated attacks on specific networks have also steadily become more complicated and sophisticated. To reduce the damage caused by such attacks, administration of network traffic flow in real-time and precise analysis of past attack traffic have become imperative. Although various traffic analysis methods have been studied recently, they continue to suffer from performance limitations and are generally too complicated to apply in existing systems. To address this problem, we propose a method to calculate the correlation between the malicious and normal flows and classify attack traffics based on the corresponding correlation values. In order to evaluate the performance of the proposed method, we conducted several experiments using examples of real malicious traffic and normal traffic. The evaluation was performed with respect to three metrics: recall, precision, and f-measure. The experimental results verified high performance of the proposed method with respect to first two metrics.

관측교통량의 통계적 분포에 의한 도로교통용량 산정 기법에 관한 연구 -이상적인 조건하의 고속도로 기본구간 대상- (The Development of Capacity Estimation Methods from Statistical Distribution of Observed Traffic Flow)

  • 김용걸;장명순
    • 대한교통학회지
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    • 제13권1호
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    • pp.167-183
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    • 1995
  • The objective of study is to evaluate highway capaicty estimation alternative and to develop capacity from statistical distribution of observed traffic flow. Speed-Volume relation is analyzed from vehicle's headway distribution eliminating the long headway by confidence intervals 99%, 95%, 90%. Capacity estimate alternatives were evaluated from 95% , 90%, 85% level of cummulative distribution of observed hourly traffic flow adjusted to confidence intervals. The result of investigation revealed that maximum hourly rate of flow is 2, 130pcu at confidence interval of 995, 2, 233pcu at 95%, 2, 315pcu at 90% respectively. Compared to the capacity of 2, 200pcu per hour per lane used in HCM and KHCM(Korea Highway Capacity Manual), capa챠y appears to correspond to confidence interval of 95%. Using the traffic flow rate at confidence interval of 95% the maximum hourly flow rate is 2, 187pcu at 95% of cummulative volume distribution, 2, 153pcu at 90%, 2, 215pcu at 85%. The study suggests that raional capacity esimation alternative is to take the 95% of cummulative distribution of observed hourly traffic flow at 95% confidence headway interval eliminating 5% long headway.(i.e. 95-95 rule)

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포항항 항로지정을 위한 주요 통항로 및 통항 특성에 관한 연구 (A Study on the Traffic Flow and Navigational Characteristics for the Ship's Routing of Po-hang Port)

  • 송재욱;이윤석;박영수;강정구;정민;정창현
    • 한국항해항만학회지
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    • 제29권10호
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    • pp.821-826
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    • 2005
  • 2006년 영일만 신항이 개장될 경우 포항항 진입 수역은 선박 통항량이 증가하고 중대형 선박들의 입출항이 가속화될 것이다. 그러나 포항항 일부 진입 수역에는 여전히 항행 위험 요소가 존재하고 있다 즉, 호미곶 인근 해역에서의 무질서한 항행 및 교통이 폭주하고 있어 통항 안전성을 고찰하기 위하여 해상교통조사를 실시하였다. 또한 해상교통조사 결과를 선종별 및 톤수별로 통계 처리하고 통항 선박의 항적 분포 등을 토대로 통항 선박의 주요 통항로 및 통항 특성을 분석하였으며, 향후 포항항 진입 수역의 항로지정에 활용하고자 한다.

국내 다차로 고속도로 자료를 이용한 차로별 교통류 특성 분석 (Analysis of Lane-by-lane Traffic Flow Characteristics in Korea by Using Multilane Freeway Data)

  • 윤재용;김현명;이의은;양인철;전우훈
    • 한국도로학회논문집
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    • 제18권3호
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    • pp.87-94
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    • 2016
  • PURPOSES : This study analyzed the lane-by-lane traffic flow characteristics in Korea by using real-world data, including congestion levels, for 2-, 3-, and 4-lane freeways. METHODS : On the basis of a literature review, lane flow and speed characteristics were analyzed using flow measurements and speed ratios. In addition, the effect of congestion levels on traffic flow were visualized using rescaled cumulative plots. RESULTS : Driver behavior varied depending on the congestion level. During free-flow conditions, the lane-use ratio of individual lanes varied largely, whereas during congestion, the ratio was nearly the same for all lanes (i.e., equilibrium). During maximum-flow and congestion conditions, the median lane was used more than the shoulder lane, whereas during all other conditions, the shoulder lane had a higher lane-use ratio. In 3- or 4-lane freeways, the lane-use ratio of the median lane always exceeded 1 and was the highest during free-flow conditions. CONCLUSIONS : The results of the present analysis can be used as an index to predict congestion before a lane is overcapacitated. Moreover, the results can be applied in variable lane guidance systems, such as car navigation systems and variable message displays, to control traffic flow.

혼잡교통류 상태에서의 연결로 합류부 교통류 특성에 관한 기초 연구 (A Study on Characteristics of Traffic Flow in Congested Traffic at On-Ramp Influence Area)

  • 김상구;김영호;김태완;손영태
    • 대한교통학회지
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    • 제22권5호
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    • pp.99-109
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    • 2004
  • 고속도로-연결로 합류부는 대표적인 고속도로 정체구간으로서 본선 교통류와 연결로 교통류가 서로 공간 확보를 위하여 상층되는 구간이다. 현재 까지 연결로 교통류와 본선 교통류간의 관계에 대한 최근 연구도 이론적인 수학적 모형연구에 그쳐있는 상태이다. 본 연구는 3개의 서로 다른 고속도로-연결로 합류부에서 수집한 실제 교통 데이터를 이용하여 혼잡교통류 상태에서 연결로 교통류와 본선 교통류간의 관계에 대한 분석을 수행한 것으로써, 본선 교통류 변수(교통량, 속도, 밀도)와 연결로 교통량의 값을 이용하여 개발된 Indicator에 의한 분석과 Indicator간의 상관분석 및 t 검정을 통하여 연결로 교통량이 본선 교통류에 미치는 영향을 살펴보았다. Indicator 분석결과, 연결로 진입교통량은 본선 접속차로의 교통량과 부의 상관관계를 보였고, 가속차로길이 내 본선 교통류의 속도와 밀도와도 의미 있는 관계가 존재함을 보였다. 혼잡교통류 상태에서의 두 교통류 관계 분석을 통하여 고속도로-연결로 합류 하류부의 용량을 결정하는 요인에 대한 보다 엄밀한 분석이 가능하게 되었다. 또한 실제데이터 분석을 통하여 발혀진 결과는, 본선 교통류의 상태에 따른 연결로 진입교통량의 크기를 정확하게 규명할 수 있는 모형식 개발의 기초를 마련하였으며, 현재 고속도로-연결로 합류부의 혼잡교통류 시뮬레이션에서 취약점으로 지적되고 있는 연결로 교통량의 추정에 매우 유용하게 사용될 수 있을 것이다.

자율주행자동차 도입으로 인한 교통흐름 변화 분석 (Impacts of Automated Vehicles on Traffic Flow Changes)

  • 정승원;문영준;이성렬;황기연
    • 한국ITS학회 논문지
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    • 제16권6호
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    • pp.244-257
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    • 2017
  • 교통혼잡은 운전자의 인지반응시간, 운전미숙, 무리한 차로변경 등 인적요인으로부터 발생된다. 자율주행자동차가 도입되면 이러한 인적요인들이 배제되고 군집주행으로 인해 평균주행속도 상승, 교통흐름 안정화, 도로용량 증대 효과가 예상된다. 본 연구는 자율주행자동차도입으로 인한 교통흐름 변화를 교통량-밀도-속도 산포도 그래프를 통해 분석하고, 도로용량 증대 효과를 도출하였다. 분석 결과, 자율주행자동차의 혼입율이 높아질수록 교통량-밀도-속도의 그래프 곡선이 완화되며, 폭이 줄어들어 교통류가 안정적으로 변화하였다. 또한 자율주행자동차 혼입율 100%에서는 도로용량이 약 120% 증대되는 것으로 분석되었다. 자율주행자동차 도입으로 인한 교통혼잡개선 및 교통수요관리 측면에서 긍정적인 기대효과가 있을 것으로 분석되었다.

한국연안의 해상교통류분석(I) (Macroscopic Analysis of Traffic Flow in the Korean Coastal Waterway)

  • 이철영;문성혁;최종화;박양기
    • 한국항해학회지
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    • 제10권2호
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    • pp.31-55
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    • 1986
  • Generally, the development of shipping is characterized by the amount of traffic flow (traffic volume) and seaborne cargo in the sea. Movement of ships is an essential element of constructing the traffic flow which is represented the dynamic movement of ships in the sea, but on the other band the numbers of arriving and departing the port is the basic factor consisting of the static movement of ships. The amount of cargoes by coastal vessels and ocean trade vessels have increased tremendously with the great growth of the Korean economy these days. This increase of the seaborne cargoes has made the Korean coastal traffic flow so congested that this can be a cause of large pollution as well as great marine casualities such as a loss of human lives and properties . And also the future coastal traffic is expected to increase considerably according to our economic development and high dependence upon foreign trade. Under the circumstance, to devise the safety of coastal traffic flow and to take a proper step of a efficient navigation, there is a necessity for analyzing and surveying the coastal traffic trend and the characteristics of cargo movement. In order to grasp the dynamic movement of ships in the Korean coast, O/D analysis is executed. This paper aims to secure the basic data necessary for a comprehensive plan and estimation of vessel traffic management system for the enhancement of safety, order and efficiency of vessel traffic in the Korean coast. The analyzed results of the traffic flow and seaborne cargoes of the Korean coast are summarized as follows : 1) The congestion by the vessels occurred around the ports such as-in proportion of ship's number (proportion of tonnage) -Incheon 18.5%(14.8%), Pohang 5.9% (9.9%), Samil 5.2%(8.3%), Mokpo 8.6%(0.8%), Pusan 13.5%(36.4%), Ulsan 9.1%(16.2%). 2) It is found that the area adjacent to Incheon, Pusan, Ulsan, Channel of Hanryu and South-western area are heavily congested. 3) It is confirmed thatthe area adjacent to Incheon, Pusan, Ulsan, Channel of Hanryu and South-western area are heavily congested. 3) It is confirmed that the coastal vessels are main elements constituting the coastal traffic and that there are much traffic flow among five ports as following through the precise O/D analysis of ship's coastal movement. Incheon-Samil, Ulsan, Pusan, Jeju Pusan -Samil, Ulsan, Incheon, Jeju Pohang -Samil, Inchoen, Jeju Pohang -Samil, Incheon, Jeju Ulsan -Samil, Incheon, Jeju Samil -Ulsan, Pusan, Incheon 4) The amount of cargoes to abroad are in proportion about 81% of total and the amount of coastal cargoes are about 19%. Of those, cargoes in and out to Japan are about 26% and to South-east Asia are about 27%. 5) The chief items of foreign cargoes are oil(38.33%), iron ore(13.98%), bituminoous coal(12.74%), grain(8.02%), lumber(6.45%) in the import cargoes and steel material(21.96%), cement(17.16%), oil(6.81%), fertilizer(3.80%) in the export cargoes. 6) The 80.5% of total export cargoes and 92.4% of total import cargoes are flowed in five main ports. 7) The chief items of coastal cargoes are oil (42.45%), cement(16.86%), steel material (6.49%), anthracite(6.31%), mineral product(4.3%), grain, and fertilizer. Almost 92.24% of total import and export oil cargoes in Korea is loaded and unloaded at the port of Samil & Ulsan.

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교통량예측모형의 개발과 평가 (TRAFFIC-FLOW-PREDICTION SYSTEMS BASED ON UPSTREAM TRAFFIC)

  • 김창균
    • 대한교통학회:학술대회논문집
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    • 대한교통학회 1995년도 제27회 학술발표회
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    • pp.84-98
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    • 1995
  • Network-based model were developed to predict short term future traffic volume based on current traffic, historical average, and upstream traffic. It is presumed that upstream traffic volume can be used to predict the downstream traffic in a specific time period. Three models were developed for traffic flow prediction; a combination of historical average and upstream traffic, a combination of current traffic and upstream traffic, and a combination of all three variables. The three models were evaluated using regression analysis. The third model is found to provide the best prediction for the analyzed data. In order to balance the variables appropriately according to the present traffic condition, a heuristic adaptive weighting system is devised based on the relationships between the beginning period of prediction and the previous periods. The developed models were applied to 15-minute freeway data obtained by regular induction loop detectors. The prediction models were shown to be capable of producing reliable and accurate forecasts under congested traffic condition. The prediction systems perform better in the 15-minute range than in the ranges of 30-to 45-minute. It is also found that the combined models usually produce more consistent forecasts than the historical average.

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플로우 상관관계를 통한 인터넷 응용 트래픽 분석의 성능 향상에 관한 연구 (A Study of Performance Improvement of Internet Application Traffic Identification using Flow Correlation)

  • 윤성호;김명섭
    • 한국통신학회논문지
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    • 제36권6B호
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    • pp.600-607
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    • 2011
  • 인터넷의 대중화로 네트워크 트래픽은 지속적으로 증가하고 복잡해지고 있다. 따라서 네트워크 자원의 효율적인 사용을 위한 응용 트래픽 분석의 중요성은 더욱 강조되고 있다. 본 논문에서는 기존 시그니쳐 기반의 인터넷 트래픽 분석 방법의 한계점을 극복하고 분석 경과의 성능 향상(분석률)을 위해 플로우 상관관계를 이용한 트래픽 분석 방법을 제안한다. 본 논문에서 제안하는 방법은 시그니쳐 기반 분석기의 결과를 입력 받아 분석된 플로우와 그렇지 않은 플로우을 간의 상관관계를 파악하고 이를 통해 분석되지 않은 플로우를 분석한다. 총 4가지(서버-클라이언트 발생 시간, 호스트-호스트, 통계) 세부 분석 방법과 이를 통합한 플로우 상관관계 기반 분석기를 제안한다. 또한 실험과 검증을 통하여 플로우 상관관계 기반 응용 분석 방법의 타당성을 증명한다.