• 제목/요약/키워드: Infrastructure of Autonomous Driving

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위치기반 유사도 검증을 이용한 도로표지 안내지명 자동인식 개선방안 연구 (A Study on the Improvement of Automatic Text Recognition of Road Signs Using Location-based Similarity Verification)

  • 정규수
    • 한국ITS학회 논문지
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    • 제18권6호
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    • pp.241-250
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    • 2019
  • 도로표지는 도로 이용자를 위한 시설물로서 관리 및 유지보수의 편의성 증진을 위해 국토교통부에서는 관리시스템을 구축하여 운영 중에 있다. 향후 자율주행 시대에 도로표지의 역할은 감소하겠지만 그 필요성은 지속되고 있다. 이에 도로표지에 표기된 안내지명의 정확한 기계적 판독을 위해 도로표지 자동인식 장비를 개발하여 영상 기반의 문자 인식 기술을 적용하고 있지만 불규칙적인 규격과 수작업 제조, 조도, 빛반사, 강우 등 외부환경에 의해 오인식되는 경우가 다수 발생하고 있다. 본 연구에서는 영상 분석 등으로 극복할 수 없는 오인식 결과를 개선하기 위해 위치기반의 안내지명 후보를 도출하여 기준으로 하고, 오인식된 지명의 음소 분리를 통한 레벤슈타인 문자 유사도 검증 방법을 이용해 도로표지 안내지명 자동인식율을 개선하고자 하였다.

Neural Network and Cloud Computing for Predicting ECG Waves from PPG Readings

  • Kosasih, David Ishak;Lee, Byung-Gook;Lim, Hyotaek
    • Journal of Multimedia Information System
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    • 제9권1호
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    • pp.11-20
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    • 2022
  • In this paper, we have recently created self-driving cars and self-parking systems in human-friendly cars that can provide high safety and high convenience functions by recognizing the internal and external situations of automobiles in real time by incorporating next-generation electronics, information communication, and function control technologies. And with the development of connected cars, the ITS (Intelligent Transportation Systems) market is expected to grow rapidly. Intelligent Transportation System (ITS) is an intelligent transportation system that incorporates technologies such as electronics, information, communication, and control into the transportation system, and aims to implement a next-generation transportation system suitable for the information society. By combining the technologies of connected cars and Internet of Things with software features and operating systems, future cars will serve as a service platform to connect the surrounding infrastructure on their own. This study creates a research methodology based on the Enhanced Security Model in Self-Driving Cars model. As for the types of attacks, Availability Attack, Man in the Middle Attack, Imperial Password Use, and Use Inclusive Access Control attack defense methodology are used. Along with the commercialization of 5G, various service models using advanced technologies such as autonomous vehicles, traffic information sharing systems using IoT, and AI-based mobility services are also appearing, and the growth of smart transportation is accelerating. Therefore, research was conducted to defend against hacking based on vulnerabilities of smart cars based on artificial intelligence blockchain.

The Intelligent Blockchain for the Protection of Smart Automobile Hacking

  • Kim, Seong-Kyu;Jang, Eun-Sill
    • Journal of Multimedia Information System
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    • 제9권1호
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    • pp.33-42
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    • 2022
  • In this paper, we have recently created self-driving cars and self-parking systems in human-friendly cars that can provide high safety and high convenience functions by recognizing the internal and external situations of automobiles in real time by incorporating next-generation electronics, information communication, and function control technologies. And with the development of connected cars, the ITS (Intelligent Transportation Systems) market is expected to grow rapidly. Intelligent Transportation System (ITS) is an intelligent transportation system that incorporates technologies such as electronics, information, communication, and control into the transportation system, and aims to implement a next-generation transportation system suitable for the information society. By combining the technologies of connected cars and Internet of Things with software features and operating systems, future cars will serve as a service platform to connect the surrounding infrastructure on their own. This study creates a research methodology based on the Enhanced Security Model in Self-Driving Cars model. As for the types of attacks, Availability Attack, Man in the Middle Attack, Imperial Password Use, and Use Inclusive Access Control attack defense methodology are used. Along with the commercialization of 5G, various service models using advanced technologies such as autonomous vehicles, traffic information sharing systems using IoT, and AI-based mobility services are also appearing, and the growth of smart transportation is accelerating. Therefore, research was conducted to defend against hacking based on vulnerabilities of smart cars based on artificial intelligence blockchain.

LED 가로등의 각도를 이용한 광카메라통신기반 횡방향 차량 위치추정 기법 (Optical Camera Communication Based Lateral Vehicle Position Estimation Scheme Using Angle of LED Street Lights)

  • 전희진;윤수근;김병욱;정성윤
    • 전기학회논문지
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    • 제66권9호
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    • pp.1416-1423
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    • 2017
  • Lane detection technology is one of the most important issues on car safety and self-driving capability of autonomous vehicle. This paper introduces an accurate lane detection scheme based on OCC(Optical Camera Communication) for moving vehicles. For lane detection of moving vehicles, the streetlights and the front camera of the vehicle were used for a transmitter and a receiver, respectively. Based on the angle information of multiple streetlights in a captured image, the distance from sidewalk can be calculated using non-linear regression analysis. Simulation results show that the proposed scheme shows robust performance of accurate lane detection.

공개데이터 도로구간 정보를 활용한 무인지상차량의 전역경로 생성 방법 (A Method for Creating Global Routes for Unmanned Ground Vehicles Using Open Data Road Section Data)

  • 윤승재;원문철
    • 한국군사과학기술학회지
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    • 제26권1호
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    • pp.31-43
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    • 2023
  • In this paper, we propose a method for generating a global path for an unmanned vehicle using public data of road section information. First, the method of analyzing road section information of the Ministry of Land, Infrastructure and Transport is presented. Second, we propose a method of preprocessing the acquired road section information and processing it into meaningful data that can be used for global routes. Third, we present a method for generating a global path using the preprocessed road section information. The proposed method has proven its effectiveness through actual autonomous driving experiments of unmanned ground vehicles.

위성항법시스템 서비스 및 신호 현황 (Status of Navigation Satellite System Services and Signals)

  • 한가희 ;방유진;임형수 ;이상욱 ;박승근
    • 전자통신동향분석
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    • 제38권2호
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    • pp.12-25
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    • 2023
  • Positioning, navigation, and timing information has become a key element in the national core infrastructure and for emerging technologies, such as autonomous driving, lunar exploration, financial systems, and drones. Therefore, the provision of that information by navigation satellite systems is becoming increasingly important. Existing systems such as GPS (Global Positioning System), GLONASS (GLObal NAvigation Satellite System), and BDS (BeiDou Navigation Satellite System) also provide augmentation, safety-of-life, search & rescue and short message communication and authentication services to increase their competitiveness. Those services and the signals generated for their provision have their own purpose and requirements. This article presents an overview of existing or planned satellite navigation satellite system services and signals, aiming to help understand their current status.

위성항법 시스템 및 기술 동향 (Survey on Navigation Satellite System and Technologies)

  • 이상욱;유준규;변우진
    • 전자통신동향분석
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    • 제36권4호
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    • pp.61-71
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    • 2021
  • Navigation satellite systems (GPS, GLONASS etc.) provide three main services, i.e., positioning for location based services, navigation for multi-modal transportation services, and timing for communication and critical infrastructure services. They were started as military systems but were extended to civil service. Navigation satellite navigation system began with GPS in the USA and GLONASS in Russia at nearly the same time. Indian NavIC and Chines BDS announced their FOCs in 2016 and 2020, respectively and European Galileo and Japanese QZSS are catching up others. In these days, Navigation Satellite System, Positioning, Navigation, and Timing services are part of our daily life very closely. They are required for autonomous driving car, Unmanned vehicles like UAV, UGV, and UMV, 5G/6G telecommunications, world financial system, power system, survey, agriculture, and so on. The services among navigation satellite systems are very competitive and also cooperative one another. This article describes the status of these systems and evolution in the technical and service senses, which may be helpful for planning korea positioning system(KPS).

중계기를 통한 다중 차량 간 통신 상황에서 신호 간섭에 강한 장애물 감지 및 회피 알고리즘 (Robust Obstacle Detection and Avoidance Algorithm for Infrastructure-Based Vehicle Communication Under Signal Interference)

  • 최병찬;권혁찬;손진희;남해운
    • 한국통신학회논문지
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    • 제41권5호
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    • pp.574-580
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    • 2016
  • 본 논문에서는 Single Board 컴퓨터와 V2I (Vehicle to Infrastructure) 구조를 통해 다중 차량을 군집으로 제어하는 시스템을 소개한다. 그리고 이 시스템에서 핵심이 되는 중계기의 회피 기동 판단 알고리즘을 소개한다. 중계기는 이 알고리즘을 통해 차량으로부터 받는 센서 데이터를 활용하여 차선 위에 장애물이 있는지를 파악하고, 회피 기동 필요 여부를 판단한다. 해당 시스템의 성능 실험은 차선 위에 장애물이 있는 상황에서 Wi-Fi를 통한 다중 차량과 중계기 서버 간에 TCP/IP로 회피 기동 판단을 위한 주행 데이터를 전송하고 차량들의 주행 상태를 관찰하는 방식으로 진행하였다. 실험 결과를 통해 ISM (Industrial Scientific Medical) 주파수 간섭이 있는 상황에서 초기에 구현했던 회피 기동 판단 알고리즘이 높은 실패 확률을 가지고 있다는 것을 알게 되었고, 그것을 줄이기 위한 방법을 연구하게 되었다. 연구 결과 회피 기동 판단 알고리즘에 데이터 변화 감지기를 적용하는 방식으로 해결방법을 찾게 되었다. 본 논문에서는 ISM 주파수 간섭 상황에서 개선 사항인 데이터 변화 감지기 적용이 시스템의 신뢰도에 주는 영향을 보여주고자 한다. 본 기술을 적용하고 개선한다면, 차량 간 통신 또는 차량과 인프라 간의 통신을 통해 다중 충돌 사고와 같은 위기 상황에 대해 더욱 효과적으로 대응할 수 있을 것이며, 나아가 무인 운전 기술에 적용할 수 있을 것이다. 또한 추후 유사 시스템 구현에 대해 선행 연구 자료로서 이용될 수 있을 것이다.

A Study on Compact Network RTK for Land Vehicles and Real-Time Test Results

  • Song, Junesol;Park, Byungwoon;Kee, Changdon
    • Journal of Positioning, Navigation, and Timing
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    • 제7권1호
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    • pp.43-52
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    • 2018
  • In recent years, the need of high accuracy navigation for vehicles has increased due to the development of autonomous driving vehicles and increase in land transportation convenience. This study is performed for vehicle users to achieve a performance of centimeter-level positioning accuracy by utilizing Compact Network Real-time Kinematic (RTK) that is applicable as a national-level infrastructure. To this end, medium-baseline RTK was implemented in real time to estimate accurate integer ambiguities between reference stations for reliable generation of Network RTK correction using the linear combination of carrier-phase observations and L1/L2 pseudo-range measurements. The residual tropospheric error was estimated in real time to improve the accuracy of double-differenced integer ambiguity resolution between network configuration reference stations that have at least 30 km or longer baseline distance. In addition, C++ based software was developed to enable real-time generation and broadcasting of Compact Network RTK correction information by utilizing an accurately estimated double-differenced integer ambiguity values. As a result, the horizontal and vertical 95% accuracy was 2.5cm and 5.2cm, respectively, without performance degradation due to user's position change within the network.

Visual SLAM의 건설현장 실내 측위 활용성 분석 (Analysis of Applicability of Visual SLAM for Indoor Positioning in the Building Construction Site)

  • 김태진;박지원;이병민;배강민;윤세빈;김태훈
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2022년도 가을 학술논문 발표대회
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    • pp.47-48
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    • 2022
  • The positioning technology that measures the position of a person or object is a key technology to deal with the location of the real coordinate system or converge the real and virtual worlds, such as digital twins, augmented reality, virtual reality, and autonomous driving. In estimating the location of a person or object at an indoor construction site, there are restrictions that it is impossible to receive location information from the outside, the communication infrastructure is insufficient, and it is difficult to install additional devices. Therefore, this study tested the direct sparse odometry algorithm, one of the visual Simultaneous Localization and Mapping (vSLAM) that estimate the current location and surrounding map using only image information, at an indoor construction site and analyzed its applicability as an indoor positioning technology. As a result, it was found that it is possible to properly estimate the surrounding map and the current location even in the indoor construction site, which has relatively few feature points. The results of this study can be used as reference data for researchers related to indoor positioning technology for construction sites in the future.

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