• Title/Summary/Keyword: Smart Card Data

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Parameter Estimation of Gravity Model by using Transit Smart Card Data (대중교통 카드를 이용한 중력모형 파라메타 추정)

  • Kim, Dae-Seong;Lim, Yong-Taek;Eom, Jin-Ki;Lee, Jun
    • Proceedings of the KSR Conference
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    • 2011.05a
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    • pp.1799-1810
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    • 2011
  • Origin-Destination(OD) trip survey being used in travel demand forecasting has been obtained through totalizing process with direct sample survey techniques such as plate license survey, roadside interview, household travel survey, and cordon line counts. However, the OD survey has many discrepancies in sampling, totalizing process, and such discrepancies contains problems of difference between forecasted traffic volume and observed data. On the other hand, transit smart card data recently collected has credible resource of obtaining travel information for bus and metro. This paper presents parameter estimation of gravity model by using transit smart card data. Through the parameter estimation method, we estimated =0.57, ${\beta}$=0.14 of gravity model for bus, and ${\alpha}$=-0.21, ${\beta}$=0.05 for metro. The statistical test such as T-test, coefficient of correlation, Theil`s inequality coefficient showed no difference between observed volume and estimated volume. Elasticities of bus and metro derived in this paper are also reasonable.

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Study on the Social Value of Public Transport Comfort in Financial Investment Projects (재정투자사업의 쾌적성에 대한 사회적 가치 연구 : 광역버스의 차내 혼잡을 중심으로)

  • Heo Eun Jin;Kim Sung Soo
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.22 no.1
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    • pp.52-64
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    • 2023
  • This paper concentrated on estimating the travel time value of individual regional bus passengers in various in-vehicle crowding conditions. In the analysis model, the traffic-selection data of individual transportation passengers based on smart-card data were used. Variables which reflect the level of in-vehicle crowding and the variables of in-vehicle travel time that reflect the level of in-vehicle crowding were included in the model using Box-Cox transformation. The result of this paper indicates that the travel time value experienced by individual users would increase as the in-vehicle crowding level increases. The smart card data used in this paper is considered to have significant implications in terms of conducting more sophisticated and realistic qualitative research to reflect the values of variables for in-vehicle traffic hours and in-vehicle crowding levels, which previously had limitations in observation and quantification. It is expected that the effects of improvement measures for reducing congestion on regional buses can be considered quantitatively by applying the estimation results of crowding multiplier.

An Analysis of Access and Egress Mode Choice to Regional Railway Station using Transit Smart Card Data (a case of Seoul station) (지역 간 철도 이용객의 접근통행 패턴 연구)

  • Choi, Myoung-Hun;Eom, Jin-Ki;Lee, Jun;Moon, Dae-Seop;Song, Ji-Young
    • Proceedings of the KSR Conference
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    • 2011.10a
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    • pp.595-600
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    • 2011
  • This study analyzed passenger's access modes that connect to regional railway station and developed a model of access mode choice based on transit smart card data of Seoul station as a case study. The study boundary includes sixteen bus stops around the station. The results show that most passengers access to station have less than two transfers. Of total 15000, eighty percent of passengers use metro and the rest of people take a bus. Interestingly, it is found that almost same proportions of passengers use metro and bus for egress the station. Consequently, metro is found to be most likely used mode compared to bus for both access and egress trips.

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Discovery of Travel Patterns in Seoul Metropolitan Subway Using Big Data of Smart Card Transaction Systems (스마트카드 빅데이터를 이용한 서울시 지하철 이동패턴 분석)

  • Kim, Kwanho;Oh, Kyuhyup;Lee, Yeong Kyu;Jung, Jae-Yoon
    • The Journal of Society for e-Business Studies
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    • v.18 no.3
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    • pp.211-222
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    • 2013
  • Discovering zones which a1re sets of geographically adjacent regions are essential in sophisticated urban developments and people's movement improvements. While there are some studies that separately focus on movements between particular regions and zone discovery, they show limitations to understand people's movements from a wider viewpoint. Therefore, in this research, we propose a clustering based analysis method that aims at discovering movement patterns, which involves zones and their relations, based on a big data of smart card transaction systems. Moreover, the effectiveness of discovered movement patterns is quantitatively evaluated by using the proposed metrics. By using a real-world dataset obtained in Seoul metropolitan subway networks, we investigate and visualize hidden movement patterns in Seoul.

The Spatial Correlation of Mode Choice Behavior based on Smart Card Transit Data in Seoul (교통카드 자료를 이용한 서울시 지역별 대중교통 수단 선택 공간상관성 분석)

  • Park, Man Sik;Eom, JinKi;Heo, Tae-Young
    • The Korean Journal of Applied Statistics
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    • v.26 no.4
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    • pp.623-634
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    • 2013
  • In this study, we provide empirical evidence of whether a spatial correlation among mode choices at the TAZ(Traffic Analysis Zone) level exists based on transit smart card data observed in Seoul, Korea. The results show that the areas with a higher probability that passengers choose to take a bus are clustered and that those regions have fewer metro stations than bus stations. We also found that the spatial correlation turned out to be statistically meaningful and provided an opportunity for the potential use of the spatial correlation in modeling mode choices. A reliable spatial interaction would constitute valuable information for transportation agencies in terms of their route planning and scheduling based on the transit smart card data.

Estimating Internal Transfer Trips Considering Subway Express Line - Focusing on Smart Card Data Based Network - (지하철 급행노선을 고려한 내부환승 추정방안 - 스마트카드 자료기반 네트워크를 중심으로 -)

  • Lee, Mee Young
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.39 no.5
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    • pp.613-621
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    • 2019
  • In general, transfer in subway stations is defined as transfer between lines and station transfer. In transfer between lines, passengers change from one subway line to another by utilizing horizontal pedestrian facilities such as transfer passages and pedestrian way. Station transfer appears in the situation that subway lines of enter and exit gate terminals differs from those of boarding and alighting trains and passenger trips utilize both vertical pedestrian facilities such as stair and escalator and horizontal facilities. The hypothesis on these two transfers presupposes that all subway lines are operated by either local train or express in subway network. This means that in a transfer case both local and express trains are operated in the same subway line, as a case of Seoul Metro Line 9, has not been studied. This research proposes a methodology of finding the same line transfer in the Seoul metropolitan subway network built based on the smart card network data by suggesting expanded network concept and a model that passengers choose a theirs minimum time routes.

Understanding elderly's travel pattern based on individual trip trajectory using smart card data (스마트카드 데이터를 활용한 통행궤적 기반 고령인구 통행유형 분류)

  • Lee, Ju-Yoon;Kang, Young-Ok
    • Journal of Cadastre & Land InformatiX
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    • v.52 no.2
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    • pp.153-169
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    • 2022
  • With the extension of the average life span and the rapid aging of the population, defining elderly population as a single group is difficult as the physical, economic and social conditions of individual have become different. Therefore, policies that take into account the characteristics of each group are required. The purpose of this study is to classify individual travel types and to analyze the characteristics of each travel type, based on individual public transportation trajectory data as known as smart card data. Among the four classified types, the long-distance low-frequency stay type and the short-range medium-frequency mobile type show external activity traffic characteristics for retirement leisure, while the long-distance high-frequency stay type and the long-distance high-frequency mobile group include regular commuting. Traffic variability and residence areas of stay were identified in terms of each classified travel type. The results of this study provide the important suggestions for establishing a transportation policy that takes into account the characteristics of each type of elderly population in Seoul.

Customer-based Recommendation Model for Next Merchant Recommendation

  • Bayartsetseg Kalina;Ju-Hong Lee
    • Smart Media Journal
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    • v.12 no.5
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    • pp.9-16
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    • 2023
  • In the recommendation system of the credit card company, it is necessary to understand the customer patterns to predict a customer's next merchant based on their histories. The data we want to model is much more complex and there are various patterns that customers choose. In such a situation, it is necessary to use an effective model that not only shows the relevance of the merchants, but also the relevance of the customers relative to these merchants. The proposed model aims to predict the next merchant for the customer. To improve prediction performance, we propose a novel model, called Customer-based Recommendation Model (CRM), to produce a more efficient representation of customers. For the next merchant recommendation system, we use a synthetic credit card usage dataset, BC'17. To demonstrate the applicability of the proposed model, we also apply it to the next item recommendation with another real-world transaction dataset, IJCAI'16.

Design and Implementation of Applet for Multi-Users File Access based on Java Card (자바카드기반 다중 사용자 파일접근에 대한 애플릿 설계 및 구현)

  • Kim, Bum-Sik
    • Journal of the Korea Computer Industry Society
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    • v.7 no.5
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    • pp.481-486
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    • 2006
  • Whereas conveniences deriving from the development of information and telecommunication technology increase, information outflow and illegal data use are also rapidly on the rise. Consequently, many studies to prevent illegal information outflow are currently under way, and the use of Smart Card is in steep jump. Recently, Java Card is diffused fast as an alternative to complement the technical problems of the Smart Card. This paper designed and Implementation the system for multi-users authentication and file access control by user through designing a Java Card applet that is used for information protection and in various application fields. For allowing a file access competence, each user's file access competence is processed via drawing up the access condition table in the applet. Therefore, illegal correction exposure and destruction of information, which become the concerns when multi-users have an access, can be prevented. In addition its application becomes possible in the system requiring multi-users certifications.

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Design and Implementation of Multi-functional Java Card for AMR (원격검침을 위한 다기능 자바카드 설계 및 구현)

  • Kang, Hwan-Soo;Cho, Jin-Hyung;Kwon, Kwi-Seok;Lee, Jong-Man;Kang, Hwan-Il
    • The Journal of the Korea Contents Association
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    • v.9 no.8
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    • pp.64-72
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    • 2009
  • AMR(Automatic Meter Reading), which means that it reads the meter of electricity, gas, or water, etc at a remote place automatically through wired or wireless communication, has been studied in terms of Power Line Communication method and Local Area Wireless Communication method, etc. In this paper, we designed and implemented JCA(Java Card for AMR) capable of AMR, which is based on java Card technology indispensable to the ubiquitous world. In this paper, JCA follows standard transactional procedures offered by power supply company and manages power usage log and billing data, and is designed in order to satisfy EMV multi-functional specifications. Because JCA is a multi-functional smart card capable of post-issuance applets as an open platform, it is installed into other applications of affiliated concerns as well as credit card and traffic card applications. Not only the proposed JCA is a low cost system, compared to other AMR systems, but is capable of paying rates in advance or later by applying authentication and security function of java Card. In addition the proposed JCA system can create value added services such as affiliated services with corporate alliance.