• Title/Summary/Keyword: Travel-time

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Travel Time Prediction Algorithm for Trajectory data by using Rule-Based Classification on MapReduce (맵리듀스 환경에서 규칙 기반 분류화를 이용한 궤적 데이터 주행 시간 예측 알고리즘)

  • Kim, JaeWon;Lee, HyunJo;Chang, JaeWoo
    • Annual Conference of KIPS
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    • 2014.11a
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    • pp.798-801
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    • 2014
  • 여행 정보 시스템(ATIS), 교통 관리 시스템 (ITS) 등 궤적 기반 서비스에서, 서비스 품질을 향상시키기 위해서는 주어진 궤적 질의에 대한 정확한 주행시간을 예측하는 것이 필수적이다. 이를 위한 대표적인 공간 데이터 분석 기법으로는 데이터 분류에서 높은 정확도를 보장하는 규칙 기반 분류화 기법이 존재한다. 그러나 기존 규칙 기반 분류화 기법은 단일 컴퓨터 환경만을 고려하기 때문에, 대용량 공간 데이터 처리에 적합하지 않은 문제점이 존재한다. 이를 해결하기 위해, 본 연구에서는 맵리듀스 환경에서 규칙 기반 분류화를 이용한 궤적 데이터 주행 시간 예측 알고리즘을 개발하고자 한다. 제안하는 알고리즘은 첫째, 맵리듀스를 이용하여 대용량 공간 데이터를 병렬적으로 분석함으로써, 활용도 높은 궤적 데이터 규칙을 생성한다. 이를 통해 대용량 공간 데이터 기반의 규칙 생성 시간을 감소시킨다. 둘째, 그리드 구조 기반의 지도 데이터 분할을 통해, 사용자 질의처리 시 탐색 성능을 향상시킨다. 즉, 주행 시간 예측을 위한 규칙 그룹을 탐색 시 질의를 포함하는 그리드 셀만을 탐색하기 때문에, 질의처리 성능이 향상된다. 마지막으로 맵리듀스 구조에 적합한 질의처리 알고리즘을 설계하여, 효율적인 병렬 질의처리를 지원한다. 이를 위해 맵 함수에서는 선정된 그리드 셀에 대해, 질의에 포함된 도로 구간에서의 주행 시간을 병렬적으로 측정한다. 아울러 리듀스 함수에서는 출발 시간 및 구간별 주행 시간을 바탕으로 맵 함수의 결과를 병합함으로써, 최종 결과를 생성한다. 이를 통해 공간 빅데이터 분석을 통한 주행 시간 예측 기법의 처리 시간 및 결과 정확도를 향상시킨다.

A Study on Optimal Planning of Sustainable Rural Road Path based on Infrastructure for Green-Tourism and Public Service (그린투어리즘 및 공공서비스 기반의 지속가능한 농촌도로노선의 최적계획에 관한 연구)

  • Kim, Dae-Sik;Chung, Ha-Woo
    • Journal of Korean Society of Rural Planning
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    • v.11 no.1 s.26
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    • pp.1-8
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    • 2005
  • The purpose of this study is to develop a simulation model of rural road path for infrastructure of green-tourism and public service in rural areas. This study makes an objective function for moving cost minimization considering car travel time according to road characteristics, which can route the optimal shortest road paths between the center places and all rear villages, based on GIS coverages of road-village network for connecting between center places and rural villages as input data of the model. In order to verify the model algorithm, a homogeneous hexagonal network, assuming distribution of villages with same population density and equal distance between neighborhood villages on a level plane area, was tested to simulate the optimal paths between the selected center nodes and the other rear nodes, so that the test showed reasonable shortest paths and road intensity defined in this study. The model was also applied to the actual rural area, Ucheon-myun, which is located on Hoengsung-gun, Kangwon-do, with 72 rural villages, a center village (Uhang, 1st center place) in the area, a county conte. (Hoengsung-eup, 2nd center place), and a city (Wonju, 3rd center place), as upper settlement system. The three kinds of conte. place, Uhang, Hoengsung-eup, and Wonju, were considered as center places of three scenarios to simulate the optimal shortest paths between the centers and rural villages, respectively. The simulation results on the road-village network with road information about pavement and width of road show that several spans having high intensity of road are more important that the others, while some road spans have low intensity of road.

Development of Tire/Pavement Noise Simulator (도로포장면과 타이어간의 소음 재현장비의 개발)

  • Kim, Young-Kyu;Lee, Seung-Woo;Yoo, Tae-Seok
    • International Journal of Highway Engineering
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    • v.9 no.3
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    • pp.51-62
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    • 2007
  • Recently various low-noise-pavement methods have been developed. Since tire/pavement noise is the major source of traffic noise at high speed condition, the core-technology of low-noise pavement is to produce the road surface texture that can reduce tire/pavement noise. The difficulties in the development of the low-noise pavements are high costs and time to construct test roads, since vehicles have to travel on the test roads to evaluate the noise from a particular condition of pavement surface. Tire/Pavement Noise Simulator were developed to overcome those difficulties and the reliability of developed Tire/Pavement Noise Simulator are investigated based on the simulating and measuring the noise of tire-tined concrete pavement and tire-non tined concrete pavement.

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A Study on Use Intention and Satisfaction of Mobile Transportation Information Applications (모바일 교통정보 애플리케이션의 사용의도와 만족도에 관한 연구)

  • Lee, Chang Hee;Kim, Myung Soo;Kum, Ki Jung
    • International Journal of Highway Engineering
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    • v.15 no.5
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    • pp.167-176
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    • 2013
  • PURPOSES : Lately, a traffic information market has been developed with a rapid speed owing to information and communications. In this situation, a study on the use intention and the satisfaction of mobile transportation information applications of users will be diverse implications and a strategic foundation to local governments and transportation information related enterprises that should provide satisfactory info as public goods to much more users. METHODS : Going along with the flow, this study establishes features of the mobile transportation information applications aiming to the users and analyzes empirical causality for effects of the use intension and the satisfaction. Through this study's analysis, targeting users having experienced transportation information applications among smart phone users, a survey was conducted and characteristics of the transportation information applications were lighted and the effects of the use intention and the satisfaction were analyzed using a technology acceptance model. RESULTS : The analysis result was that Accuracy, Riskiness, Ubiquity and Interactivity as all attributes of transportation information applications have a significant effect on Perceived usefulness and Perceived Ease of Use respectively. The Perceived usefulness and Perceived Ease of Use have affected significantly users' satisfaction respectively, so consequentially this shows effect relationship leading to reuse intention. CONCLUSIONS : The Perceived usefulness and Perceived Ease of Use all for the transportation information applications were shown to influence significantly on the satisfaction. With this kind of result, if users obtain positive outcomes such as travel time reduction or effective roles on their tasks through the transportation information applications, they feel the satisfaction for using and eventually these affect positively to the reuse intention of those transportation information applications.

Travel time measurement using sensor loader (센서부자를 이용한 하류 도달시간 계측)

  • Hwang, Eui-Ho;Lee, Eul-Rae;Kim, Jeong-Yup;Choi, Hyuk-June
    • Proceedings of the Korea Water Resources Association Conference
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    • 2012.05a
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    • pp.714-714
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    • 2012
  • 금강 하류부의 경우 '97년 금강홍수예경보 자료를 활용하고 있으나, 수치모형 결과 자료로 실측에 의한 검증이 이루어지지 않았으며, 이러한 문제점을 해결하기 위해서는 평수기 및 홍수기의 하류도달시간 실측 기술을 확보하여 실측을 통한 수치모형의 검증 및 보완이 필요한 실정이다. 또한, 보정된 수치모형을 이용한 도달시간 실시간 예측을 통해 댐 보 운영의 효율성을 확보하고 대 내외에 검증 결과를 제시할 필요가 있다. 하천 전 구간에서 실측할 수 있는 센서기술을 활용하여 금강의 일부 보 구간에 대하여 계측을 수행하였다. 계측결과 유출량-평균도달시간에 영향을 미치는 요인으로는 하상경사, 하폭, 지류유입량, 강우량, 식생, 하천구조물 등이 있으며, 이러한 요인을 수리학적 모형을 적용하여 모든 사상에 대해 정확한 해석을 한다는 것은 매우 어려운 일이다. 이로 인해 유출량-평균도달시간과의 관계 분석을 위해서는 여러 하도구간에 대한 지속적이고 많은 계측이 수반되어야 하며, 이로부터 얻어진 계측 결과를 토대로 각 하천별 유출량별 평균도달시간 관계에 대한 해석 방법을 제안할 수 있을 것으로 기대한다. 본 연구의 계측결과는 홍수기 8회, 평수기 10회를 통해 보 건설에 따른 하류 도달시간의 영향을 분석하기에는 계측 자료가 매우 부족한 실정이며, 향후 지속적인 관측자료 확보를 통해서 보 운영에 따른 도달시간의 영향을 분석할 수 있는 기초자료 확보가 매우 중요할 것이다. 또한, 지류 유입량을 고려한 실측자료를 기초로 기존 도달시간 산정 방법을 개선하고, 도달시간 계측 결과의 신뢰성 확보를 위한 지속적인 연구개발 수행하여 금강 전 유역으로 확대 적용하기 위한 방안 마련이 필요하다. 이를 통해 4대강살리기 사업 전 후의 도달, 지체시간 분석하여 사업구간에 대한 계측을 통한 금강에서의 보 건설 전 후의 영향 검토에 반영할 수 있도록 하여 수계별 관계분석 자료로 활용할 수 있도록 제공하여야 할 것이다.

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Principles for Government Involvement in Urban Logistics Planning (도시물류정비를 위한 공공부문의 역할에 관한 연구)

  • 최창호
    • Journal of Korean Society of Transportation
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    • v.19 no.6
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    • pp.49-63
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    • 2001
  • The pattern of urban transport activity has two major components: the movement of people and the movement of goods. Roads in urban areas carry large number of trucks laden with goods that support urban economy and lifestyle. Therefore urban goods movement plays a vital role, but at the same time, urban goods movement are an important source of congestion, and a major contributor to the adverse environmental and social impacts of urban transport. In addition, the demand for goods movement is growing at a faster rate than personal travel in many cities, due to changes in industry logistics and consumer purchasing patterns. As a result, the significance of urban freight activity is increasing in terms of both its role in urban economy and its adverse impacts on urban amenity. This study is focused on the role and involvement scope of metropolitan government in urban logistics aimed at increasing its efficiency and reducing its negative impacts. The major suggestions of this study are (a) development of a measure of urban goods movement activity, (b) evaluation of data requirements and availability, (c) dialogue between the public sector and private sector, and (d) the role of metropolitan government.

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A Study on the Benefit of Driving Amenity Based on Highway Density (도로 밀도에 따른 운전쾌적성 편익에 관한 연구)

  • Cho, Hanseon
    • Journal of Korean Society of Transportation
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    • v.31 no.5
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    • pp.48-59
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    • 2013
  • Normally the benefits concerned in the feasibility study for highway constructions are travel time saving, vehicle operation cost, etc. which can be calculated using the simulation tool(EMME3). However, there must be extra benefits of driving amenity improvement that drivers can perceive through decreasing driving fatigue and improving driving comfortability. In this study, the definition of driving amenity was established and a method of estimation for the benefit of driving amenity improvement was developed. Highway type (urban/rural highway) and highway density was considered to estimate the driving amenity. And Double-bounded Dichotomous Choice among Contingent Valuation Method(CVM) was applied to survey the willingness-to-pay of drivers when highway density decreases. Finally the value of driving amenity was estimated using the results of survey and logit medel. As the existing highway density is high, willingness-to-pay increases in both urban and rural highways. Even though the changing rates of highway density are same, willingness-to-pay is different based on the existing highway density.

Crustal Structure of the Korean Peninsula By Travel Time Inversion of Local Earthquakes

  • Song, Seok-Gu;Lee, Gi-Hwa
    • Journal of the Korean Geophysical Society
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    • v.4 no.1
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    • pp.21-33
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    • 2001
  • Simultaneous inversion of first-arrivals of local earthquakes recorded by the Korea Meteorological Administration(KMA) seismograph network from 1991 to 1998 is made to derive 1D crustal velocity structure of the Korean peninsula. Twenty-nine events with 178 observations are used in the inversion. Average crustal P-wave velocity turns out to be about 6.3 km/sec, and crustal thickness and upper mantle P-wave velocity are estimated as 33 km and 7.9 km/sec, respectively. Results of inversion indicate the possibility of the low velocity layer in the lower crust. Joint inversion is applied to estimate hypocenters, station delays, and velocities simultaneously. Relative station corrections for 11 stations range from zero to about 1.2 sec. Analysis of the synthetic data shows that estimates of hypocenter locations and station corrections as well as averaged crustal structure are reliable for the given data set..

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Estimation of Mass Rapid Transit Passenger's Train Choice Using a Mixture Distribution Analysis (통행시간 기반 혼합분포모형 분석을 통한 도시철도 승객의 급행 탑승 여부 추정 연구)

  • Jang, Jinwon;Yoon, Hosang;Park, Dongjoo
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.20 no.5
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    • pp.1-17
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    • 2021
  • Identifying the exact train and the type of train boarded by passengers is practically cumbersome. Previous studies identified the trains boarded by each passenger by matching the Automated Fare Collection (AFC) data and the train schedule diagram. However, this approach has been shown to be inefficient as the exact train boarded by a considerable number of passengers cannot be accurately determined. In this study, we demonstrate that the AFC data - diagram matching technique could not estimate 28% of the train type selected by passengers using the Seoul Metro line no.9. To obtain more accurate results, this paper developed a two-step method for estimating the train type boarded by passengers by applying the AFC data - diagram matching method followed by a mixture distribution analysis. As a result of the analysis, we derived reasonable express train use/non-use passenger classification points based on 298 origin-destination pairs that satisfied the verification criteria of this study.

A Study on Performace Evaluation of ITS Detectors using UAV (UAV를 활용한 ITS검지기 성능평가에 관한 연구)

  • Kang, Tae-Gyung;Lee, Si-Bok
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.17 no.6
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    • pp.111-120
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    • 2018
  • This study focuses on utilizing drones for performance evaluation of ITS detectors and analyzing economic feasibility when performance evaluation is conducted by the traffic management center's own personnel using drones. The study sites were selected from DSRC, video detector, and radar detector locations and drone filming was conducted to obtain travel speed, queue length, and delay time and compare with the detector data. It was shown that drones can be very effectively used to evaluate performance of major ITS detectors such as DSRC and video detectors. In addition, it was analyzed that a drone operated by the traffic management center's own personnel provides very economic solution for ITS detector performance evaluation when compared to consignment by external agencies.