• Title/Summary/Keyword: 연속류

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Speed Prediction of Urban Freeway Using LSTM and CNN-LSTM Neural Network (LSTM 및 CNN-LSTM 신경망을 활용한 도시부 간선도로 속도 예측)

  • Park, Boogi;Bae, Sang hoon;Jung, Bokyung
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.20 no.1
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    • pp.86-99
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    • 2021
  • One of the methods to alleviate traffic congestion is to increase the efficiency of the roads by providing traffic condition information on road user and distributing the traffic. For this, reliability must be guaranteed, and quantitative real-time traffic speed prediction is essential. In this study, and based on analysis of traffic speed related to traffic conditions, historical data correlated with traffic flow were used as input. We developed an LSTM model that predicts speed in response to normal traffic conditions, along with a CNN-LSTM model that predicts speed in response to incidents. Through these models, we try to predict traffic speeds during the hour in five-minute intervals. As a result, predictions had an average error rate of 7.43km/h for normal traffic flows, and an error rate of 7.66km/h for traffic incident flows when there was an incident.

Lane-wise Travel Speed Characteristics Analysis in Uninterrupted Flow Considering Lane-wise Speed Reversal (차로속도역전현상을 고려한 연속류 도로의 차로별 주행 속도 특성 분석)

  • Yang, Inchul;Jeon, Woo Hoon;Ki, Sung hwan;Yoon, Jungeun
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.15 no.6
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    • pp.116-126
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    • 2016
  • In this study, lane-wise traffic flow characteristics were analysed on uninterrupted flow using a new notion of "lane-wise travel speed reversal (LTSR)" which is defined as a phenomena that travel speed in the median lane is lower than other lanes. Mathematical formulation was also proposed to calculate the strength of LTSR. The experiment road site is Seoul Outer Ring Expressway (Jayuro-IC~Jangsoo-IC), and travel trajectories for each four lane were collected for weekdays (Mon. through Fri.) during morning peak. Comparing lane-wise travel speeds for entire test road section, no LTSR was observed, meaning that the travel speed in the median lane is the fastest, followed by 2nd, 3rd, and 4th lane as in order. Howerver, the result of microscopic analysis using 100-meter discrete road section based data shows that LTSR occurs many times. Especially the strength of LTSR is higher in congestion area and freeway merge and diverge segment. It is expected that these results could be used as a fundamental data when establishing lane-by-lane traffic operation strategy and developing lane-wise traffic information collection and dissemination technology.

Methodology for Determining RSE Spacing for Vehicle-Infrastructure Integration(VII) Based Traffic Information System (Focused on Uninterrupted Traffic Flow) (차량-인프라 연계(VII) 기반 교통정보시스템의 RSE 설치간격 결정 방법론 (연속류를 중심으로))

  • Park, Jun-Hyeong;O, Cheol;Im, Hui-Seop;Gang, Gyeong-Pyo
    • Journal of Korean Society of Transportation
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    • v.27 no.6
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    • pp.29-44
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    • 2009
  • A variety of research efforts, using advanced wireless communication technologies, have been made to develop more reliable traffic information system. This study presents a novel decentralized traffic information system based on vehicle infrastructure integration (VII). A major objective of this study was also to devise a methodology for determining appropriate spacing of roadside equipment (RSE) to fully exploit the benefits of the proposed VII-based traffic information system. Evaluation of travel time estimation accuracy was conducted with various RSE spacings and the market penetration rates of equipped vehicle. A microscopic traffic simulator, VISSIM, was used to obtain individual vehicle travel information for the evaluation. In addition, the ANOVA tests were conducted to draw statistically significant results of simulation analyses in determining the RSE spacing. It is expected that the proposed methodology will be a valuable precursor to implementing capability-enhanced next generation traffic information systems under the forthcoming ubiquitous transportation environment.

Computational Model for Flow in River Systems with Storage Pocket and Lateral Weir Overflow (천변 저류지의 홍수조절 효과에 대한 계산수리학적 분석방법)

  • Jun, Kyung-Soo
    • Proceedings of the Korea Water Resources Association Conference
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    • 2006.05a
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    • pp.89-93
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    • 2006
  • 횡월류식 천변 저류지를 포함하는 하천수계의 흐름 모의를 위한 준2차원 계산모형을 수립하였다. 수립된 모형은 횡월류 흐름에 대해서는 수량보존에 관한 연속방정식 및 월류형 수위-유량 관계식을, 하도에 대해서는 1차원 부정류에 대한 St. Venant 방정식을 각각 지배방정식으로 하여 흐름을 모의하는 폐합형 계산모형이다. 남한강 구간의 가상의 천변 저류지를 설치한 경우에 대하여 개발된 모형을 적용, 횡월류식 천변저류지의 설계변수들을 결정하기 위한 분석 방법을 제시하기 위한 연구가 진행 중에 있다.

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Recognition of Handwriting Chinese Characters Based on DP matching (DP 정합을 이용한 필기체 한자 인식)

  • 전상엽;권희용
    • Proceedings of the Korea Multimedia Society Conference
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    • 2004.05a
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    • pp.285-288
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    • 2004
  • 온라인 필기체 한자는 동일인의 동일 문자조차도 회수, 획순 및 형태의 변화가 다양할 뿐만 아니라 인식 대상이 방대하여 인식이 매우 어렵다. 또한 한자는 기본 자소의 조합에 의한 글자가 아닌 각각의 글자가 독립적으로 이루어져 있어 연속된 획들 간의 관련도를 파악하기 어렵고 획수도 1획에서 28획까지 다양하게 분포를 한다. 따라서 본 연구에서는 대분류 단계로 시작획 비교를 하고 이어진 세분류 단계에서 문자의 특징으로 방향코드와 특이점을 추출해내고 획수를 고려하여 DP 정합을 하는 2단계 인식 시스템을 제안하였다. 이로써 최적의 속도로 입력한 문자를 찾아낼 수 있도록 하였다.

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Ultrastructure of spermatozoa in Urodela and Primitve Anura(Amphilbia) with Phylogenetic Considerations (유미류와 하등 무미류 정충의 미세구조 비교와 계통적 고찰)

  • 이영환;권애숙
    • Animal Systematics, Evolution and Diversity
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    • v.12 no.3
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    • pp.253-264
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    • 1996
  • The ultrastructure of spermatozoa in urodeles and primitive anurans was examined and compared. The spermatozoa of urodeles are characterized by seven plesiomorphies in subacrosomal cone, endounclear canal. perforatorium, ring, marginal filament, undulating membrane and tail axis. Most primitive anuran spermatozoa have no marginal filament, subacrosomal cone and ring structure with the exception of having the subacrosomal cone in Ascaphus and the ring in Discohlossus as compared with those of urodeles. Persistence of the subacrosomal cone and the ring structure is typical in most urodeles and is further linked with the primitive anurans. Therefore, these characters are regarded as symplesiomorphies in urodeles and primitive anurans. The organization of sperm tail, endounclear canal and perforatorium indicates a close phylogenetic relationship between urodeles and the primitives anurans.

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Analysis on the Variation for Speed Difference and Spacing of Travel Vehicles in Uninterrupted Flow using GPS (GPS를 이용한 연속류 통행차량의 속도차와 차두간격 변화에 대한 해석)

  • Kim, Jae-Seok;Lee, Sang-Kwan;Woo, Yong-Han
    • Journal of the Korean Association of Geographic Information Studies
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    • v.4 no.3
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    • pp.51-60
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    • 2001
  • The travel behavior can be analysed microscopically using GPS because the travel characteristics can be found out by travelling two test cars loaded with GPS equipments. The speed difference and spacing variation between the lead vehicle and the following's in uninterrupted flow are the important variables related to capacity and safety. This study analysed these with data obtained by travelling the 4th Line and 28th Line of the national road. The variation width in speed difference in the run time is below 3.0%. But, related to the speed difference in the situation of acceleration and deceleration the difference after 4second is bigger than that just after the start. The spacing variation is similar to this. The spacing just before deceleration concerning safety was analysed. When the theoretical values by the modeling method and observed values were compared, the observed values were analysed 12.52% shorter than the other in average.

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Analysis on Motorcycle Driving Behavior (이륜자동차 주행행태 분석 연구)

  • Kim, Hyeong-Gyu;Kim, Jin-Tae;Park, Jun-Tae;Lee, Su-Beom
    • Journal of Korean Society of Transportation
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    • v.29 no.4
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    • pp.7-15
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    • 2011
  • Emerged in early 1990s, so called 'Quick service' industry that provides faster delivery of small parcels than regular mail service accelerated use of motorcycles. As the economic grows, use of large bicycles (more than 250CC displacement) for leisure purpose has also rapidly increased. Traffic crash data clearly shows the increasing trend in motorcycle crashes. The ratio of motorcycle involved crashes out of total has increased from 5.7% in 2005 to 8.3% in 2008, and similar trend can be found in fatalities ratio as well. In this study, we assess the level of risk when motorcycles operate on motorways by analyzing traffic rule violation ratio, lane change behaviour, driving speed behaviors of motorcycles in Uninterrupted Traffic Flow Facilities and using PC-CRASH simulation we also calculate car shock impulses occurred when an accident happens. Analysis result shows that the motorcycle is different from the car in terms of lane change timing and average speed, and also shows motorcycle drivers tends to conduct more improper driving behavior particularly when traffic is congested. The results from this study could be usefully applied when the law enforcement agent decides whether bicycles shall be allowed to use motorways. The result could be also utilized as fundamental information for further study of bicycles' driving behavior.

A Study of Traffic Flow Characteristics for Estimating Queue-Length in Freeway (고속도로 대기행렬길이 산정모형 개발을 위한 연속류 특성 분석)

  • 노재현;손봉수;도철웅;신치현
    • Journal of Korean Society of Transportation
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    • v.17 no.2
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    • pp.179-191
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    • 1999
  • To device effective freeway traffic flow control strategies and freeway traffic information dissemination strategies, it is very important to estimate real physical queue length on the freeway. Shock wave theory and queueing theory have limitation to be used to estimate the queue length. The primary objective of this study is to develop a reliable method for estimating the physical queue length and level of congestion. Queueing propagation processes were analysed by using such traffic data as main line traffic volume, ramp volume, density. speed, and physical queue length collected by video photographing on Olympic Freeway. As a result of analysis, it has been confirmed that the real queue length can be estimated by using the traffic counts arriving the congested region and passing a bottleneck location. Further more, a reliable method for estimating the level of congestion could be developed on the basis of real-time traffic counts.

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Evaluating Level of Information Provided According to User Satisfaction of VMS on the Continuous Traffic Flow (연속류 도로 VMS의 이용자를 고려한 정보제공수준 평가)

  • Sin, So-Yeong;Lee, Su-Beom;Im, Jun-Beom;Hong, Ji-Yeon
    • Journal of Korean Society of Transportation
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    • v.29 no.3
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    • pp.49-58
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    • 2011
  • As a part of the ITS, the traffic information system is more widely adopted to deliver traffic information to vehicle drivers via various types of media. As the ITS system establishment has been recognized as somewhat accomplished, the focus has shifted to the efficient operation and maintenance of the system. In this paper, we propose a method for evaluating a VMS traffic information service system from a user's perspective. In particular, relational expressions for the level of information provided and the level of user satisfaction are generated for the evaluation to take place from the user psychological satisfaction aspect of all other beneficial features of the system. As continuous flow facility is the one that has limited entry and exit, the traffic information of VMS plays a significant role for vehicle drivers to make their decisions. A method suggested in this paper could be used for evaluating an existing system as well as setting up the target service level of the system of a new system. If individual system properties are considered along with various VMS functions being as supplement of this research, more systematic evaluation method could be arranged.