• Title/Summary/Keyword: ITS : Intelligent Transport Systems

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A Vehicular License Plate Recognition Framework For Skewed Images

  • Arafat, M.Y.;Khairuddin, A.S.M.;Paramesran, R.
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.12 no.11
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    • pp.5522-5540
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    • 2018
  • Vehicular license plate (LP) recognition system has risen as a significant field of research recently because various explorations are currently being conducted by the researchers to cope with the challenges of LPs which include different illumination and angular situations. This research focused on restricted conditions such as using image of only one vehicle, stationary background, no angular adjustment of the skewed images. A real time vehicular LP recognition scheme is proposed for the skewed images for detection, segmentation and recognition of LP. In this research, a polar co-ordinate transformation procedure is implemented to adjust the skewed vehicular images. Besides that, window scanning procedure is utilized for the candidate localization that is based on the texture characteristics of the image. Then, connected component analysis (CCA) is implemented to the binary image for character segmentation where the pixels get connected in an eight-point neighbourhood process. Finally, optical character recognition is implemented for the recognition of the characters. For measuring the performance of this experiment, 300 skewed images of different illumination conditions with various tilt angles have been tested. The results show that proposed method able to achieve accuracy of 96.3% in localizing, 95.4% in segmenting and 94.2% in recognizing the LPs with an average localization time of 0.52s.

Study on Wiress Sensor Network Based Missing Children Search System (무선 센서 네트워크 기반의 미아 찾기 시스템에 관한 연구)

  • Park, Yong-Tae;Choe, Ho-Jin;Byeon, Jae-Yeong
    • 한국ITS학회:학술대회논문집
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    • 2008.11a
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    • pp.581-584
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    • 2008
  • 무선 센서 네트워크는 최근 대두되고 있는 유비쿼터스 컴퓨팅의 연구에 힘입어, 광범위하게 설치되어 있는 유무선 네트워크 인프라에 상황인지를 위한 다양한 센서 디바이스를 결합하여 감지된 환경 데이터를 응용서비스와 연동하는 기술이다. 기본적으로 홈/빌딩 시큐리티, 사회기반 안전시설, 기계의 고장 진단, 의료 분야 등의 실세계의 다양한 분야에 응용될 수 있다. 본 논문에서 다루고자하는 실종 아동에 대한 문제는 어제 오늘의 이야기가 아니다. 미아 발생률은 꾸준히 증가하고 있으며 장기 미아의 발생 역시 증가하고 있다. 따라서 미아 방지를 위해 새로운 서비스들이 소개되었으나 이용자의 경제적 비용 부담 증가와 같은 문제점을 안고 있다. 본 논문에서 제안하는 미아 찾기 시스템은 무선 센서 네트워크 기술 응용 중의 하나로서 미아가 발생 시에 아동이 장기 미아가 되지 않도록 효율적이면서도 빠르게 미아를 찾을 수 있도록 하기 위해서 개발되었다. RFID 리더기가 장착된 고정형 센서 노드와 이동형 센서노드가 RFID 태그를 지닌 아동의 정보를 얻어서 중앙 제어 서버로 데이터를 넘기면 태그 정보와 전송한 센서 노드의 위치, 전송 시간을 바탕으로 아동의 위치를 파악할 수가 있다. 미아 찾기 시스템은 이용자가 태그만을 지니면 되기 때문에 경제적 부담은 줄어 들 수 있다. 또한 상기 시스템으로 미아 찾기만이 아니라 주변 환경 감시등의 여러 응용에도 적용 시킬 수가 있다.

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The estimation of the number of spare parts & the changing time about DSRC Road Side Equipment (단거리전용통신방식 노변기지국의 예비부품수 및 교체시기 산정)

  • Han, Dae-Hui;Lee, Cheong-Won
    • 한국ITS학회:학술대회논문집
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    • v.2007 no.10
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    • pp.196-201
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    • 2007
  • 현재 국내 ITS는 현장장비 유지관리에 대한 연구 및 고장관련 DB가 부족하여 예비부품수 및 교체시기 산정에 대한 규정이 없는 실정이다. 이에 본 연구는 실제 고장이력자료를 갖고 신뢰성 분석을 실시하여 단거리전용통신(DSRC)방식 노변기지국(RSE)의 예비부품수 및 교체시기를 산정하였다. 전체 수집기간동안의 고장자료는 욕조곡선의 형상을 나타내어 우발고장기간의 자료로 신뢰성 분석을 실시하였으나 고장 수명 분포 중 적합되는 분포가 없었다. 따라서, i)장비가동률과 ii)경험적(empirical) 누적분포함수(CDF) 곡선을 이용한 장비의 고장률(건/일)을 감안하여 예비부품수를 산정한 결과 16.22개 이상의 노변기지국(완제품)을 확보하여야 하는 것으로 분석되었다. 하자보수기간(2년)이 지난후 일정기간($2{\sim}3$년)이 지난 시점에서 향후 10년간에 대하여 수리하면서 사용하는 경우와 신품구입시의 총비용을 비교하여 산정한 교체시기는 10.67건/40개월 이상이다. 본 연구 수행결과 첫째, 비모수적 방법으로 적합도 검정을 실시하지 못하였다는 한계와, 둘째, 초기에 고장이 많이 발생하는 장비는 향후에도 고장이 많이 발생한다는 가정에 기반하여 향후 10년의 운영비용을 분석하였으나 이러한 가정을 입증하지는 못하였다. 따라서, 향후엔 본 연구에 사용된 자료가 고장 수명분포도 적합 되지 않은 원인을 분석하는 것과 분석대상 기간 이후의 자료를 추가하여 적합도 검정 및 신뢰성 분석을 실시하는 것이 필요하다.

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Performance Analysis of GPS/BDS Integrated Precise Positioning System Considering Visibility in Urban Environments

  • Noh, Jae Hee;Lee, Sun Yong;Lim, Deok Won;Lee, Sang Jeong
    • Journal of Positioning, Navigation, and Timing
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    • v.8 no.1
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    • pp.31-40
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    • 2019
  • In recent years, Intelligent Transport Systems (ITS) and Autonomous Vehicle Technology have actively studied around the world. In order to achieve the purpose of Advanced Driver Assistance System (ADAS) and Autonomous Vehicle Technology, it must be obtained accurate and reliable positioning. However, the problem of positioning in the urban area is a low position accuracy caused by the reduction of the number of visible satellites due to high buildings. In this paper, we analyzed the availability of precise positioning system in urban area are using GPS/BDS integrated system. For this study, GPS and BDS satellite signals were collected using two low-cost receivers in the open sky and a designed software based platform for precise positioning performance analysis. And we analyzed the precise positioning performance by changing the mask angle considering the urban area. From the results, it can be confirmed that the performance of precise positioning of GPS only and BDS only decrease in the environment where mask angle is $40^{\circ}$ to $45^{\circ}$, however, GPS/BDS integrated system maintains high performance of precise positioning.

A Study of Systematic Implementations for the Integrated ITS call center (교통정보 안내전화 통합연계시스템 구축에 관한 연구)

  • Chung, Sung-Hak
    • Journal of the Korea Society of Computer and Information
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    • v.14 no.1
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    • pp.205-216
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    • 2009
  • The aim of this study is to propose an integrated operation plan of information call services by multi-connecting call services which are now being serviced by each different call number services and by providing one stop service which organically links alternative transportations such as railroad, air, and bus and also related organizations as well as road traffic information. For the objective, we analyzed the current status of Korean and foreign country systems and reviewed operation technology and technical specifications of the integrated system according to 3 steps, i.e. infrastructure procurement, test bed and extended completion, stabilization and high valuable services completion. Throughout the result of this study, traffic information one stop service, convenient service, diverse related information provision service, real-time information provision, and efficient system are expected to be implemented in the traffic information call service.

A study on the development of a traffic information app to provide highway traffic information using VDS (VDS를 사용한 고속도로 교통정보 제공을 위한 교통정보앱 개발 연구)

  • Choi, NakJin;Kim, SungJin;Oh, JaeYong;Suh, SangMin;Ju, YongWan;Choi, JaeHong;Lee, JunDong
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2021.07a
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    • pp.723-725
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    • 2021
  • 도로 이용자의 교통정보에 대한 수요 증가와 효율적인 도로 이용을 위해, 또한 지능형 교통체계(ITS, Intelligent Transport Systems)의 기본 기술로서 교통정보를 수집하여 제공하는 시스템에 대한 개발과 요구가 지속되고 있다. 본 연구에서는 고속도로에서 가장 많이 사용하는 교통정보 수집도구인 차량감지기(VDS)를 활용한 교통 정보 수집 시스템에 관하여 조사하였다. 이러한 차량 검지기를 활용한 교통정보는 차량의 속도와 교통량을 산출하는 데에는 효율적이지만, 공사와 수집 장비 불량으로 인하여 모든 교통 정보를 수집하는데 어려움이 있다. 이로 인해 전체적인 교통상황을 파악하기 위한 새로운 시도와 알고리즘 개발이 요구된다.

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Road Sign Recognition and Geo-content Creation Schemes for Utilizing Road Sign Information (도로표지 정보 활용을 위한 도로표지 인식 및 지오콘텐츠 생성 기법)

  • Seung, Teak-Young;Moon, Kwang-Seok;Lee, Suk-Hwan;Kwon, Ki-Ryong
    • Journal of Korea Multimedia Society
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    • v.19 no.2
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    • pp.252-263
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    • 2016
  • Road sign is an important street furniture that gives some information such as road conditions, driving direction and condition for a driver. Thus, road sign is a major target of image recognition for self-driving car, ADAS(autonomous vehicle and intelligent driver assistance systems), and ITS(intelligent transport systems). In this paper, an enhanced road sign recognition system is proposed for MMS(Mobile Mapping System) using the single camera and GPS. For the proposed system, first, a road sign recognition scheme is proposed. this scheme is composed of detection and classification step. In the detection step, object candidate regions are extracted in image frames using hybrid road sign detection scheme that is based on color and shape features of road signs. And, in the classification step, the area of candidate regions and road sign template are compared. Second, a Geo-marking scheme for geo-content that is consist of road sign image and coordinate value is proposed. If the serious situation such as car accident is happened, this scheme can protect geographical information of road sign against illegal users. By experiments with test video set, in the three parts that are road sign recognition, coordinate value estimation and geo-marking, it is confirmed that proposed schemes can be used for MMS in commercial area.

Application and Evaluation of ITS Map Datum and Location Referencing System for ITS User Services (ITS서비스를 위한 Map Datum 및 위치참조체계 모델의 적용 및 평가)

  • 최기주;이광섭
    • Journal of Korean Society of Transportation
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    • v.17 no.2
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    • pp.55-68
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    • 1999
  • Many ITS services require map databases in digital form to meet desired needs. Due to the dynamic nature of ITS and the sheer diversity of applications, the design and development of spatial databases to meet those needs pose a major challenge to both the public and private sectors. This challenge is further complicated by the necessity to transfer locationally referenced information between different kinds of databases and spatial data handling systems so that ITS products will work seamlessly across the region and nation. The Purpose of this paper is to develop the framework-models commonly to reference locations in the various applications and systems-the ITS Map Datum and LRS(Location Referencing System). The ITS Map Datum consists of the around control points which are the prime intersections (nodes) of the nationwide road network In this study, the major points have been determined along wish link-node modeling procedure. LRS, defined as a system for determining the position (location) of an entity relative to other entities or to some external frame of reference, has also been set up using CSOM type method. The method has been implemented using ArcView GIS software over the Kangnam and Seocho districts in the city of Seoul, showing that the implemented LRS scheme can be used successfully elsewhere. With the proper advent of the K.ITS architecture and services, the procedure can be used to improve the data sharing and to inter operate among systems, enhancing the efficiency both in terms of money and time.

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A Study of Travel Time Prediction using K-Nearest Neighborhood Method (K 최대근접이웃 방법을 이용한 통행시간 예측에 대한 연구)

  • Lim, Sung-Han;Lee, Hyang-Mi;Park, Seong-Lyong;Heo, Tae-Young
    • The Korean Journal of Applied Statistics
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    • v.26 no.5
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    • pp.835-845
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    • 2013
  • Travel-time is considered the most typical and preferred traffic information for intelligent transportation systems(ITS). This paper proposes a real-time travel-time prediction method for a national highway. In this paper, the K-nearest neighbor(KNN) method is used for travel time prediction. The KNN method (a nonparametric method) is appropriate for a real-time traffic management system because the method needs no additional assumptions or parameter calibration. The performances of various models are compared based on mean absolute percentage error(MAPE) and coefficient of variation(CV). In real application, the analysis of real traffic data collected from Korean national highways indicates that the proposed model outperforms other prediction models such as the historical average model and the Kalman filter model. It is expected to improve travel-time reliability by flexibly using travel-time from the proposed model with travel-time from the interval detectors.

WAVE Packet Transmission Method for Railroad WAVE Communication (철도 WAVE 통신을 위한 WAVE 패킷 전송방법)

  • Cho, Bong-Kwan;Ryu, Sang-Hwan;Kim, Keum-Bee;Kim, Ronny Yongho
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.10
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    • pp.6604-6610
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    • 2015
  • In this paper, an efficient Wireless Access in Vehicular Environment (WAVE) packet transmission scheme for railroad communication is proposed. WAVE communication is a wireless local area network (WLAN) based communication and it is developed to be suitable for vehicular communication. There has been a lot of study on WAVE's applicability to Intelligent Transport System (ITS). As one of main transportation methods, by using WAVE, quality of railroad communication including WLAN based Communication Based Train Control (CBTC) can be enhanced and variety of railroad communication systems can be integrated into WAVE. However, there are technical challenges to adopt WAVE in railroad communications. For the simplest single-PHY WAVE, time division alternation of 50ms between Control Channel (CCH) and Service Channel (SCH) is required. Since there are delay sensitive railroad traffic types, alternation operation of CCH and SCH may cause performance degradation. In this paper, after identifying a couple of problems based on detailed analysis, a novel packet transmission scheme under railroad environment is proposed. In order to verify if the proposed scheme meets the requirement of railroad communication, WAVE transmission is mathematically modeled.