• Title/Summary/Keyword: 정차시간

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Optimizing Train Dwell Times during Commuter Hours using Reinforcement Learning (강화 학습을 이용한 출퇴근 시간대 열차 정차 시간 최적화)

  • SuJeong Choi;Yujin Lim
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.11a
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    • pp.530-533
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    • 2023
  • 대중교통은 현대 사회에서 필수적인 요소이며 특히 출퇴근 시간대에는 도로 교통 상황에 영향을 덜 받는 지하철의 수요가 높은 편이다. 그러나 제한된 물리적 자원으로 인해 열차 내 혼잡도 증가와 열차 운행 지연은 불가피한 상황이다. 본 논문에서는 이를 해결하기 위한 한 가지 방법으로 강화학습기반 DQN 알고리즘을 이용한 열차 정차 시간 최적화 기법을 제안했다. 열차 정차 시간과 승차 인원 모두 고려하면서 최적화를 진행했을 때와 그렇지 않았을 때를 비교하면서 실험을 진행하여 성능을 분석했다.

An Analysis of Idling Stop Time Using Real On-road Driving Data (실도로 주행 데이터를 이용한 공회전 정지 시간의 분석)

  • Hong, Seong-Tae;Lee, Beom-Ho;Lee, Dae-Yeop;Sim, Mu-Gyeong;Im, Jae-Myeong
    • Journal of Korean Society of Transportation
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    • v.28 no.1
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    • pp.25-38
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    • 2010
  • In this study, the real on-road driving data were analyzed to draw the various characteristics related to idling of vehicles. The results revealed that the average idling time of a city bus corresponds to 30.9% of the total daily driving time. Among this, for about 21.6% of the total daily driving time, it is available that an engine can be halted while the vehicle stops. It is a daytime when the portion of time, for which idling stop is available, is peak. Due to idling stop, an increase of turnaround was not found throughout this analysis. When a city bus stops at a traffic right, idling periods were long enough to execute the idling stop, during which an engine halts. Whereas, during the idling time for bus stops, the idling periods were not so long enough to execute idling stop. Deceleration periods among the total turnarounds of a city bus occupies about 24.7%, during which, for about 30%, a deceleration maintains for more than four seconds. Thus, using the energy during deceleration period, which then can be recovered from braking energy, it was also found that a hybrid system can be effectively implemented to a city bus.

A Study on the Accurate Stopping Control of a Train for the Urban Rail Transit Using Kalman Filter (칼만 필터를 이용한 도시철도 열차 정위치 정차에 관한 연구)

  • Kim, Jungtai;Lee, Jaeho;Kim, Moo Sun;Park, Chul Hong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.11
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    • pp.655-662
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    • 2016
  • Accurate stopping control is important for trains, especially now that many train stations are equipped with platform screen doors. Various algorithms have been proposed for accurate stopping control. However, most metro trains in South Korea use classic control algorithms such as PID control because other algorithms are too complex to realize. PID control has merits of simple structure and operation. However, PID control sometimes fails, and much time is needed to find the proper coefficients due to the long control period and the brake delay. We propose a control algorithm that uses a Kalman filter. The Kalman filter estimates the states at the time when braking starts. Then, a suitable control input is derived for proper control. System modeling and a computer simulation were performed with consideration of the brake properties and the period of the control system. The superiority of the proposed control algorithm is shown by analyzing stop errors.

A Study of the Effect of the KTX Mulgeum Station Stop on Railroad Users in Yangsan City (KTX 물금역 정차 확정이 양산시 철도 이용자에게 미치는 영향에 관한 연구)

  • Choi, Yang-Won;Jang, Jae-Suck;Suh, Jeong-Yeal
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.42 no.4
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    • pp.527-536
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    • 2022
  • The purpose of this study is to predict changing traffic environments and related economic effects by reflecting the changed KTDB and socio-economic indicators pertaining to Mulgeum station, a general railway stop, when it is confirmed as a KTX stop. To analyze the data of this study, socioeconomic indicators and the general status of transportation facility operations were investigated with reference to related statistical data, centered on the country overall and on Yangsan city in particular. In addition, we investigated and referenced the railroad facility construction plan and train operation plan, which are national high-level plans related to land development and transportation network construction. Currently, there are only ITX trains (4 times/day) and Mugunghwa trains (29 times/day) that stop at Mulgeum station in Yangsan, meaning that passengers cannot use KTX trains in the Yangsan area. In particular, the need for a KTX stop at Mulgeum station has been continuously raised because train users in the Yangsan area have inconvenient transportation in that they must travel 40 minutes to Ulsan station or 30 minutes to Gupo station to use the KTX. As a result of analyzing railroad transportation demand that will change in the future as the KTX stop at Mulgeum station is confirmed, the number of passengers boarding and arriving at Mulgeum station is predicted to be 1,674 passengers/day by 2025. In addition, the numbers of train passengers that are converted from Ulsan and Gupo stations due to the stop at Mulgeum station are predicted to be 594 passengers/day boarding and 562 passengers/day arriving by 2025. In the future, if Yangsan citizens use the KTX Mulgeum station, the access time to Mulgeum station can be shortened to 22 minutes from 65 minutes, and it is predicted that the inconvenience of transferring between railroads will be resolved, with the waiting time for transfers reduced by up to a maximum of 40 minutes. Therefore, the economic effect of creating a KTX stop at Mulgeum station was analyzed to be B/C=1.823 when general railroad operating costs are not taken into account and B/C=2.127 when general railroad operating costs are considered. In conclusion, when using KTX trains to visit the Seoul Metropolitan Area, it takes 2 hours and 43 minutes to use Mulgeum station without using Ulsan station or Gupo station, which is considered to be very effective for reducing travel times and improving the economic feasibility of this development; it is also expected that Yangsan city will be able to improve accessibility and mobility to the Seoul Metropolitan Area by breaking free from the disgrace of being a remote location given its link to KTX in the future.

Finding Stop Position of Taxis using IoV data and road segment algorithm (IoV 데이터와 도로 분할 알고리즘을 이용한 택시 정차위치 파악)

  • Lim, Dong-jin;Onueam, Athita;Jung, Han-min
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2018.10a
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    • pp.590-592
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    • 2018
  • Taxis that are illegally parked on the road to catch customer can cause traffic congestion and sometimes cause traffic accidents. Stop position of taxis is determined by the long term experience of taxi drivers. In this study, We provide information to taxi drivers and customer who visit in first time through finding stop position of taxis by time. To do this, we used the Internet of Vehicle (IoV) data collected from sensors installed in 40 taxis. Previous studies attempted by forming a cluster around a taxi. Since this method is centered on a taxi, the position of the cluster changes depending on the location of the taxi. In this study, we use a road segmentation algorithm to solve these problems. Unlike the previous studies, since the cluster is formed around the road, the position of the cluster is fixed and it is not affected by the number of taxis, so it is possible to grasp the stop position in real time. The road segmentation is made up of 30m units, and map the taxi location data divided into hourly, weekday, and weekend to the nearest point. As a result of the mapping, it was difficult to see a big difference in the time of week because there were few taxis to operate on weekends, but in case of weekdays, the difference of stop position between the commute time zone and the night time zone was confirmed. The results of this study suggest that it will be possible to propose the prevention of taxi illegally driving taxi and the location of the taxi stand.

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Estimation of the Optimum Number of Rail Cars to Increase the Benefit (철도편익 증대를 위한 소요차량수 산정 방안)

  • Kim, Kyoung-Tae;Lee, Jin-Sun;Park, Bum-Hwan
    • Journal of the Korean Society for Railway
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    • v.13 no.3
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    • pp.333-338
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    • 2010
  • Investment in railroad, it is very important to find a way to increase a benefit to make the economic efficiency more positive, but is also considering that the cost will be higher. In this paper, we suggest a optimized model for increasing the benefit of railroad business considering of stopping patterns. According to existing analytical method, the operation hour is calculated based on that scenario regarding that it stops at all major stations but it does not fit the actual operation conditions. Considering various stopping patterns can be reasonably calculated the cost for required rail cars in the planning stages, and can also affect economic efficiency in a positive way.

Finding Train Frequencies and Halting Patterns Using Optimization Models : a Focus on the Line Plan for High-Speed Trains (최적화 모형을 활용한 열차 운행 횟수 및 정차 패턴 생성 : 고속 열차 노선 계획을 중심으로)

  • Park, Bum Hwan;Kim, Jang-Wook
    • Journal of the Korean Society for Railway
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    • v.20 no.4
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    • pp.529-538
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    • 2017
  • There has been much interest in optimizing the halting patterns of high-speed trains, for example by introducing more non-stop trains to supply faster train service to the passengers, which could later bring about a discussion about introducing new high speed train service with differentiated price and service. In general, halting patterns can be considered by constructing an efficient line plan, in which all demand should be covered and the total travel time can be reduced as much as possible. In this study, we present a two-step process based on two optimization models. One is to minimize total kilometers of trains to run on each route ; this will be done using a line planning model under the assumption of all-stop patterns. Then, in the next step, the all-stop patterns are optimally decomposed into several halting patterns in order to minimize the total travel time. We applied the two-step process to the latest demand data in order to develop KTX halting patterns as well as to determine the frequency of each line and compare the current line plan with the optimized one.

The Study on Train Electric Consumption Analysis According to Operation Speed (운행속도에 따른 열차소비전력 분석에 관한 연구)

  • Lee, Kang-Mi;Lee, Jae-Ho;Kim, Yong-Gyu
    • Proceedings of the KAIS Fall Conference
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    • 2011.05a
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    • pp.182-185
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    • 2011
  • 본 논문에서는 국내 고속철도 차량 즉, 경부고속철도를 운행하는 KTX, KTX산천 그리고 현재 개발중인 HEMU400x을 대상으로 운행속도 및 운행패턴에 따른 열차 소비전력을 분석하였다. 이를 위해, 선로조건을 고려한 차량의 운전속도 조건과 운행시간,소비전력 등을 예측하기 위한 TPS(Train Performance Simulation)프로그램을 이용하였다. 열차운행 시뮬레이션을 수행하기 위해선 차량, 선로, 속도의 기본 데이터를 필요로 한다. 차량에 대한 데이터는 차량의 최고속도, 제동성능, 견인력 등의 기본 성능과 열차편성에 따른 중량, 길이, 동력차량형식, 열차주행저항등에 대한 제원을 요한다. 선로데이터는 운행시간 예측을 대상으로 하는 선로에 대한 거리별 구배 및 선형, 정거장 위치 및 정차시간에 대한 데이터이다. 속도조건은 구배 및 곡선에 대한 선로제한속도로, 선로데이터와 연계하여 각 선로위치별 차량의 제한속도로 이용된다. 본 논문에서는 경부고속철도 구간에서 운행하는 고속차량 3가지를 대상으로 증속에 따른 전력소모량을 비교하였다.

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An Analysis of Boarding and Alighting Times for Urban Railway Vehicles (도시철도 열차 승하차시간 분석에 관한 연구)

  • Kim, Jungtai;Kim, Moo Sun;Hong, Jae Sung;Cho, Yong Hyun;Kim, Taesik
    • Journal of the Korean Society for Railway
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    • v.17 no.3
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    • pp.210-215
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    • 2014
  • Various methods have been developed in an effort to increase the scheduled speeds of the urban railways. Reducing the train dwell times by extending door widths is one such method. However, there is thus far no domestic model of boarding and alighting that is appropriate to lead to boarding and alighting time reductions if the door width is extended. Foreign models are not suitable because human behaviors, which are important factors when assessing boarding and alighting times, differ from country to country. In this study, a boarding and alighting model for domestic urban railways is proposed and related equations and parameters are derived from measured and experimental data. The model can be employed to assess time reductions in Korean railroad system if the door widths are extended.

A Study on User Behavior of Bookmobile Services in DaeJeon City (이동도서관의 이용행태 연구 - 대전지역의 이동도서관을 중심으로 -)

  • Kim, Young-Shin
    • Journal of the Korean Society for Library and Information Science
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    • v.34 no.3
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    • pp.5-23
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    • 2000
  • The purpose of this study is to explore ways to imporve bookmobile operations by investigating bookmobiles' operating status and users' behavior in DaeJeon City. Concerning the bookmobiles operated in 32 areas of DaeJeon City, the suitability of visiting area and staying hours, the correlation between users' circumstances and lending aspects, the effects of bookloan shop in the same area, etc. are analyzed, and for the improvement of bookmobile operations, the utilization of volunteers, the connection with the main libraries' collection, the development of service programs, the strengthening of publicity activities, etc. are proposed.

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