• Title/Summary/Keyword: Vehicle Tracking System

Search Result 507, Processing Time 0.023 seconds

Vehicle Classification and Tracking based on Deep Learning (딥러닝 기반의 자동차 분류 및 추적 알고리즘)

  • Hyochang Ahn;Yong-Hwan Lee
    • Journal of the Semiconductor & Display Technology
    • /
    • v.22 no.3
    • /
    • pp.161-165
    • /
    • 2023
  • One of the difficult works in an autonomous driving system is detecting road lanes or objects in the road boundaries. Detecting and tracking a vehicle is able to play an important role on providing important information in the framework of advanced driver assistance systems such as identifying road traffic conditions and crime situations. This paper proposes a vehicle detection scheme based on deep learning to classify and tracking vehicles in a complex and diverse environment. We use the modified YOLO as the object detector and polynomial regression as object tracker in the driving video. With the experimental results, using YOLO model as deep learning model, it is possible to quickly and accurately perform robust vehicle tracking in various environments, compared to the traditional method.

  • PDF

The Design and Implementation of Tracking the Vehicle over the GPS system (GPS를 이용한 차량 추적 시스템의 설계 및 구현)

  • Lee, Yong Kwon;Lee, Dae Sik;Jang, Chung Ryong
    • Journal of Korea Society of Digital Industry and Information Management
    • /
    • v.9 no.4
    • /
    • pp.69-79
    • /
    • 2013
  • A system of tracking a vehicle collects the vehicle location and then transmits the data into a GIS server in order to provide several service areas. An ODU built in the vehicle savesa GPS information data and communicates with the RSU installed in the road over the wave technology. The collected data in RSU is transmitted into the GIS serverand is stored. The system based on the collected GPS data in each vehicle is providing useful and various services between RSU and OBU. In this paper indicates that the system is designed in 2 phasesbased on the collected GPS data. The result comparing to process of GPS data created in 1 phase and 2 phase over the Web GIS service indicates that the capability of process of the GPS data in 2 phase is enhanced in "50.88% ~ 51.81%". Therefore, when the accident is happened the system of tracking the vehicle over GPS tech not only receives the information properly but also provides the emergence rescue services.

A Study on the Backward Path Tracking Control of the Trailer Type Vehicle (트레일러형 차량의 후방경로추종제어에 관한 연구)

  • 백운학
    • Proceedings of the Korean Society of Marine Engineers Conference
    • /
    • 2000.05a
    • /
    • pp.11-15
    • /
    • 2000
  • This paper provides a basic study on automatic of a trailer type vehicle which consists of two parts such as a tractor and a trailer Backward moving and parking control is very important to automate this type of vehicle. However it is very difficult to control such their motion since a trailer type vehicle is a non-holonomic system. Therefore in this paper we propose the backward path tracking control algorithm for a trailer type vehicle. And also this paper presents the results of simulation to verify the effectiveness of the proposed control algorithm.

  • PDF

Path Tracking Motion Control using Fuzzy Inference for a Parking-Assist System (퍼지 추론을 이용한 주차지원 시스템의 경로추종 운동제어)

  • Kim, Seung-Ki;Chang, Hyo-Whan;Kim, Chang-Hwan
    • Transactions of the Korean Society of Automotive Engineers
    • /
    • v.17 no.2
    • /
    • pp.1-9
    • /
    • 2009
  • A parking-assist system is defined that a driver adjusts vehicle velocity through brake pedal operation and parking-assist system controls the motion of the vehicle to follow a collision-free path. In this study, a motion control algorithm using Fuzzy inference is proposed to track a maneuvering clothoid parallel path. Simulations are performed under SIMULINK environments using MATLAB and CarSim for a vehicle model. As the vehicle model in MATLAB a bicycle model is used including lateral dynamics. The simulation results show that the path tracking performance is satisfactory under various driving and initial conditions.

Trajectory tracking control of underactuated USV based on modified backstepping approach

  • Dong, Zaopeng;Wan, Lei;Li, Yueming;Liu, Tao;Zhang, Guocheng
    • International Journal of Naval Architecture and Ocean Engineering
    • /
    • v.7 no.5
    • /
    • pp.817-832
    • /
    • 2015
  • This paper presents a state feedback based backstepping control algorithm to address the trajectory tracking problem of an underactuated Unmanned Surface Vessel (USV) in the horizontal plane. A nonlinear three Degree of Freedom (DOF) underactuated dynamic model for USV is considered, and trajectory tracking controller that can track both curve trajectory and straight line trajectory with high accuracy is designed as the well known Persistent Exciting (PE) conditions of yaw velocity is completely relaxed in our study. The proposed controller has further been enriched by incorporating an integral action additionally for enhancing the steady state performance and control precision of the USV trajectory tracking control system. Global stability of the overall system is proved by Lyapunov theory and Barbalat's Lemma, and then simulation experiments are carried out to demonstrate the effectiveness of the controller designed.

A Study on Vehicle to Road Tracking Methodology with Consideration of vehicle lateral dynamics (차량 횡방향 운동 방정식을 고려한 차대도로간 트래킹 기법)

  • Shin, Dongho
    • The Journal of The Korea Institute of Intelligent Transport Systems
    • /
    • v.16 no.6
    • /
    • pp.219-230
    • /
    • 2017
  • This paper proposes a vehicle to road tracking algorithm based on vision sensor by using EKF(Extended Kalman Filter). The lateral offset, heading angle, and curvature which are obtained from vehicle to road tracking might be used as inputs to steering controller of LKAS(Lane Keeping Assist System) or for the warning decision logic of LDWS(Lane Departure Warning System). To the end, in this paper, the yaw rate, steering angle, and vehicle speed as well as lane raw points together with considering of vehicle lateral dynamics are utilized to improve the exactness and convergence of the vehicle to road tracking. The proposed algorithm has been tested at a proving ground that consists of straight and curve sections and compared with GPS datum using DGPS-RTK equipment to show the feasibility of the proposed algorithm.

DEVELOPMENT OF TRACKING SYSTEMS APPLICABLE TO SPACE LAUNCH VEHICLE

  • Kim Sung-Wan;Hwang Soo-Seul;Lee Jae-Deuk
    • Bulletin of the Korean Space Science Society
    • /
    • 2004.10b
    • /
    • pp.247-250
    • /
    • 2004
  • Tracking systems for launch vehicle consist mainly of radar transponder (beacon), RF switch or power divider, antennas as onboard system, and single or multiple radars as ground one. In this paper, tracking systems, which are applicable to KSLV (Korea Space Launch Vehicle)-l, are introduced and the electrical performances for developed prototypes are presented. We have also performed RF link analysis for both uplink and downlink, and estimated that the maximum distance to be able to track KSLV-l stably is dependent on uplink characteristic in our system.

  • PDF

Design of the Unmanned Solar Vehicle with Quick Response of Maximum Power Point Tracking (최대 전력점 추종의 속응성을 고려한 무인 태양광 자동차 시스템 설계)

  • Shin, Yesl;Lee, Kyo-Beum;Jeon, Yong-Ho;Song, Bong-Sob
    • The Transactions of the Korean Institute of Power Electronics
    • /
    • v.18 no.4
    • /
    • pp.376-386
    • /
    • 2013
  • This paper proposes an improved Maximum Power Point Tracking method and design methods of unmanned solar vehicle system by parts of hardware, unmanned driving control and power conversion. The hardware design is offered on the weight reduction and structural reliability by using structural analysis software. The technique of curve fitting is applied to unmanned control system due to minimizing the vehicle's behavior. Furthermore, lateral controller applying actuator dynamics is robust enough to prevent performance degradation by measurement noise regarding position and heading angle. The power conversion system contains battery charger system and tapped-inductor boost converter. In the battery charger system, variable step-size MPPT is conducted for quick response of maximum power point tracking. The validity of the proposed algorithm are verified by simulations and experiments.

A Study on the Guidance Law Suitable for Target Tracking System of an Underwater Vehicle (수중운동체의 목표추적시스템에 적합한 유도론 선정에 대한 연구)

  • Yun, Kun-Hang;Rhee, Key-Pyo;Yeo, Dong-Jin
    • Journal of the Society of Naval Architects of Korea
    • /
    • v.42 no.4 s.142
    • /
    • pp.299-306
    • /
    • 2005
  • To determine a guidance law which is suitable for Target Tracking System(TTS) of an underwater vehicle, the performance (hitting probability) of TTS were calculated with four different guidance schemes, considering underwater vehicle's manoeuvrability and characteristics of seeking equipment such as sonar To evaluate the performance of TTS with each guidance law, numerous target-tracking simulations of underwater vehicle were performed under the condition of target's various motion scenario. Furthermore, the effect of sonar characteristics to the performance of guidance law in TTS was studied by changing parameters of sonar such as frequency of ping and detecting error of target. The pursuit-tail guidance law showed the best performance among four different guidance laws. Complex motion of target from straight line to turning circle and zigzag movement, low frequency of sonar ping and large detecting error of target decreased the hitting probability.

A Study on Vehicle Tracking System for Intelligent Transport System (지능형 교통시스템을 위한 자동차 추적에 관한 연구)

  • Seo, Chang-Jin;Yang, Hwang-Kyu
    • Journal of the Korean Institute of Intelligent Systems
    • /
    • v.14 no.1
    • /
    • pp.63-68
    • /
    • 2004
  • In this paper, we propose a method about the extraction of vehicle and tracking trajectory for moving vehicle tracking system in road. This system applied to the monitoring system of the traffic flow for ATMS(advanced traffic management system) of ITS(intelligent transport system). Also, this system can solve the problem of maintenance of loop sensor. And we detected vehicle using differential image analysis. Because of the road environment changes by real time. Therefore, the method to use background image is not suitable. And we used Kalman filter and innovation value and variable search area for vehicle tracking system. Previous method using fixed search area is sensitive to the moving trajectory and the speed of vehicle. Simulation results show that proposed method increases the possibility of traffic measurement more than fixed area traffic measurement system.