• 제목/요약/키워드: Vehicle Communication

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Improvement of ATIS Model Performance under Connected Vehicle Environment

  • 김회경
    • 한국ITS학회 논문지
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    • 제11권4호
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    • pp.10-18
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    • 2012
  • 본 논문은 최근 지능형교통시스템에서 중요한 수단으로 간주되고 있는 차량 간 통신을 이용한 분산식 첨단 교통정보시스템을 개발하고자 한다. 또한 독립자동유고감지 기능을 통해서 제안된 첨단 교통정보시스템의 효과를 개선하고자 한다. 이상적인 통신 환경을 가정한 단순화된 교통네트워크에서 미시적 시뮬레이션 모델인 VISSIM을 통해 제안된 첨단 교통정보시스템을 구현하였으며 특히 비반복적으로 일어나는 교통상황(예를 들면, 교통사고)을 사용하여 모델의 효과를 관찰하였다. 결론적으로 본 연구에서는 차량 간 통신을 통한 첨단 교통정보시스템의 효율성을 확인함과 동시에 독립자동 유고감지 기능이 시스템의 성능을 향상시키는 것을 보여주고 있다.

CAN 버스를 이용한 다중 UART 통신 (Multiple UART Communications Using CAN Bus)

  • 강태욱;이성수
    • 전기전자학회논문지
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    • 제24권4호
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    • pp.1184-1187
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    • 2020
  • 본 논문에서는 UART (Universal Asynchronous Receiver/Transmitter)와 CAN (Controller Area Network)의 장점을 활용할 수 있는 차량통신 콘트롤러를 제안한다. UART는 1대1 통신에 사용되며 데이터 유효성 검사로 패리티 비트를 사용한다. 제안하는 차량통신 콘트롤러를 사용하는 경우에는 UART를 CAN으로 변환하여 1대1 통신뿐만 아니라 버스 구조의 다중 통신도 가능하다. 또한 데이터 유효성 검사를 패리티보다 발전된 CRC (cyclic redundancy check)를 통해 수행하므로 신뢰도가 올라간다. CAN은 마이크로프로세서에 의해 제어되지만 제안하는 차량통신 콘트롤러를 사용하는 경우에는 RS-232, RS-422, RS-485를 지원하는 장치라면 무엇이든지 제어가 가능하다.

Clustering-Based Federated Learning for Enhancing Data Privacy in Internet of Vehicles

  • Zilong Jin;Jin Wang;Lejun Zhang
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제18권6호
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    • pp.1462-1477
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    • 2024
  • With the evolving complexity of connected vehicle features, the volume and diversity of data generated during driving continue to escalate. Enabling data sharing among interconnected vehicles holds promise for improving users' driving experiences and alleviating traffic congestion. Yet, the unintentional disclosure of users' private information through data sharing poses a risk, potentially compromising the interests of vehicle users and, in certain cases, endangering driving safety. Federated learning (FL) is a newly emerged distributed machine learning paradigm, which is expected to play a prominent role for privacy-preserving learning in autonomous vehicles. While FL holds significant potential to enhance the architecture of the Internet of Vehicles (IoV), the dynamic mobility of vehicles poses a considerable challenge to integrating FL with vehicular networks. In this paper, a novel clustered FL framework is proposed which is efficient for reducing communication and protecting data privacy. By assessing the similarity among feature vectors, vehicles are categorized into distinct clusters. An optimal vehicle is elected as the cluster head, which enhances the efficiency of personalized data processing and model training while reducing communication overhead. Simultaneously, the Local Differential Privacy (LDP) mechanism is incorporated during local training to safeguard vehicle privacy. The simulation results obtained from the 20newsgroups dataset and the MNIST dataset validate the effectiveness of the proposed scheme, indicating that the proposed scheme can ensure data privacy effectively while reducing communication overhead.

자동차 네트워크 시스템을 위한 FlexRay 드라이버 개발 (The Development of FlexRay Driver for Vehicle Network System)

  • 구용제;김종철;신충엽;박상종
    • 제어로봇시스템학회논문지
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    • 제16권6호
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    • pp.546-552
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    • 2010
  • As the demands for the safety and convenience applications of the vehicles increase, the data load for the In-vehicle Network has increased significantly. As a result, a deterministic and fault-tolerant communication system is required to implement the safety critical applications such as X-by-wire systems. FlexRay communication system is a new standard of network communication system which provides the high speed serial communication, time triggered bus and fault tolerant communication between electronic devices. In addition to time-triggered communication, as providing of the event-triggered communication such as CAN, FlexRay protocol is able to manage the restricted communication resource more effectively. This paper presents the development of FlexRay driver which will be applied to the future ECU's communication system. To develop the FlexRay driver, the FlexRay requirement specification and FlexRay specification is analyzed. The developed FlexRay driver is implemented by using MPC5567 microprocessor of the Freescale semiconductor. To verify the developed FlexRay driver, the waveform of the FlexRay driver was measured and compared with the CAN communication system. As a result, the bus load is reduced about 13% compared with the CAN communication system.

Implementation of mmWave long-range backhaul for UAV-BS

  • Jangwon Moon;Junwoo Kim;Hoon Lee;Youngjin Moon;Yongsu Lee;Youngjo Bang;Kyungyeol Sohn;Jungsook Bae;Kwangseon Kim;Seungjae Bahng;Heesoo Lee
    • ETRI Journal
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    • 제45권5호
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    • pp.781-794
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    • 2023
  • Uncrewed aerial vehicles (UAVs) have become a vital element in nonterrestrial networks, especially with respect to 5G communication systems and beyond. The use of UAVs in support of 4G/5G base station (uncrewed aerial vehicle base station [UAV-BS]) has proven to be a practical solution for extending cellular network services to areas where conventional infrastructures are unavailable. In this study, we introduce a UAV-BS system that utilizes a high-capacity wireless backhaul operating in millimeter-wave frequency bands. This system can achieve a maximum throughput of 1.3 Gbps while delivering data at a rate of 300 Mbps, even at distances of 10 km. We also present the details of our testbed implementation alongside the performance results obtained from field tests.

Spectrum- and Energy- Efficiency Analysis Under Sensing Delay Constraint for Cognitive Unmanned Aerial Vehicle Networks

  • Zhang, Jia;Wu, Jun;Chen, Zehao;Chen, Ze;Gan, Jipeng;He, Jiangtao;Wang, Bangyu
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제16권4호
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    • pp.1392-1413
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    • 2022
  • In order to meet the rapid development of the unmanned aerial vehicle (UAV) communication needs, cooperative spectrum sensing (CSS) helps to identify unused spectrum for the primary users (PU). However, multi-UAV mode (MUM) requires the large communication resource in a cognitive UAV network, resulting in a severe decline of spectrum efficiency (SE) and energy efficiency (EE) and increase of energy consumption (EC). On this account, we extend the traditional 2D spectrum space to 3D spectrum space for the UAV network scenario and enable UAVs to proceed with spectrum sensing behaviors in this paper, and propose a novel multi-slot mode (MSM), in which the sensing slot is divided into multiple mini-slots within a UAV. Then, the CSS process is developed into a composite hypothesis testing problem. Furthermore, to improve SE and EE and reduce EC, we use the sequential detection to make a global decision about the PU channel status. Based on this, we also consider a truncation scenario of the sequential detection under the sensing delay constraint, and further derive a closed-form performance expression, in terms of the CSS performance and cooperative efficiency. At last, the simulation results verify that the performance and cooperative efficiency of MSM outperforms that of the traditional MUM in a low EC.

Design of Advanced Tele-operated Control System for Unmanned Vehicle

  • Park, Jae-Hong;Son, Young-Jin;Kim, Jung-Ha
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2005년도 ICCAS
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    • pp.915-919
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    • 2005
  • It is materialized an unmanned vehicle system as a part of Intelligent Transportation System (ITS) which is a fundamental constituent for unmanned vehicle. Remote control system, monitoring system and remote operating system which are consisted of unmanned vehicle system. Network program by TCP/IP socket, and real-time control & operating controlled by servo-motors from a remote place, those are used to verify safety and stability of the unmanned vehicle system in this research. This unmanned vehicle is divided into two major sections which are an unmanned vehicle part and control station part. The server PC is installed on the unmanned vehicle and a client PC is installed at a remote place, which can control the u manned vehicle. In this research work, main theme is that we experimented and tested to check the speed and utilization of the wireless LAN communication.

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V2I 통신 시스템에서 ADPSS 채널 보간과 예측 기법 (ADPSS Channel Interpolation and Prediction Scheme in V2I Communication System)

  • 추명훈;문상미;권순호;이지혜;배사라;김한종;김철성;김대진;황인태
    • 전자공학회논문지
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    • 제54권8호
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    • pp.34-41
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    • 2017
  • V2I(Vehicle to Infrastructure) 통신은 ITS(Intelligent Transportation Systems)와 텔레매틱스 서비스를 제공하기 위한 차량과 노변 기지국간 통신 기술을 말한다. 차량은 Probe data를 기지국을 통하여 수집하며, 기지국은 도로 상태나 교통 정보를 차량에 제공한다. 이러한 V2I 통신 서비스를 제공하기 위해서는 신뢰성 있으며 높은 전송률을 달성할 수 있는 링크 적응 기법이 필요하다. 수신단은 추정한 CSI(Channel State Information)를 송신단으로 피드백하며 송신단은 이 정보를 이용하여 링크 적응을 한다. 그러나 차량 속도에 의한 채널의 빠른 변화와 계층 간 처리 지연 시간으로 인해 추정한 CSI는 outdated되게 된다. 이를 위해, V2I 통신 시스템에서 링크 적응을 위한 채널 보간과 예측 기법이 필요하다. 본 논문에서는 ADPSS(Advanced Discrete Prolate Spheroidal Sequence) 채널 보간과 예측 기법을 제안한다. 제안한 기법은 정규 직교 기저를 만들고 상관 행렬을 이용하여 채널 보간과 예측을 한다. 또한, 주파수 도메인에서 잡음 제거를 위해 스무딩을 한다. 모의실험 결과, 기존 기법과 비교했을 때 제안한 기법이 차량의 높은 속도와 낮은 속도를 가지는 고속도로와 도심지에서 성능이 향상된 것을 볼 수 있다.