• Title/Summary/Keyword: Vehicle driving simulator

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Study on the Take-over Performance of Level 3 Autonomous Vehicles Based on Subjective Driving Tendency Questionnaires and Machine Learning Methods

  • Hyunsuk Kim;Woojin Kim;Jungsook Kim;Seung-Jun Lee;Daesub Yoon;Oh-Cheon Kwon;Cheong Hee Park
    • ETRI Journal
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    • v.45 no.1
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    • pp.75-92
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    • 2023
  • Level 3 autonomous vehicles require conditional autonomous driving in which autonomous and manual driving are alternately performed; whether the driver can resume manual driving within a limited time should be examined. This study investigates whether the demographics and subjective driving tendencies of drivers affect the take-over performance. We measured and analyzed the reengagement and stabilization time after a take-over request from the autonomous driving system to manual driving using a vehicle simulator that supports the driver's take-over mechanism. We discovered that the driver's reengagement and stabilization time correlated with the speeding and wild driving tendency as well as driving workload questionnaires. To verify the efficiency of subjective questionnaire information, we tested whether the driver with slow or fast reengagement and stabilization time can be detected based on machine learning techniques and obtained results. We expect to apply these results to training programs for autonomous vehicles' users and personalized human-vehicle interfaces for future autonomous vehicles.

Interactive ADAS development and verification framework based on 3D car simulator (3D 자동차 시뮬레이터 기반 상호작용형 ADAS 개발 및 검증 프레임워크)

  • Cho, Deun-Sol;Jung, Sei-Youl;Kim, Hyeong-Su;Lee, Seung-gi;Kim, Won-Tae
    • Journal of IKEEE
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    • v.22 no.4
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    • pp.970-977
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    • 2018
  • The autonomous vehicle is based on an advanced driver assistance system (ADAS) consisting of a sensor that collects information about the surrounding environment and a control module that determines the measured data. As interest in autonomous navigation technology grows recently, an easy development framework for ADAS beginners and learners is needed. However, existing development and verification methods are based on high performance vehicle simulator, which has drawbacks such as complexity of verification method and high cost. Also, most of the schemes do not provide the sensing data required by the ADAS directly from the simulator, which limits verification reliability. In this paper, we present an interactive ADAS development and verification framework using a 3D vehicle simulator that overcomes the problems of existing methods. ADAS with image recognition based artificial intelligence was implemented as a virtual sensor in a 3D car simulator, and autonomous driving verification was performed in real scenarios.

Selection of Evaluation Metrics for Grading Autonomous Driving Car Judgment Abilities Based on Driving Simulator (드라이빙 시뮬레이터 기반 자율주행차 판단능력 등급화를 위한 평가지표 선정)

  • Oh, Min Jong;Jin, Eun Ju;Han, Mi Seon;Park, Je Jin
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.44 no.1
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    • pp.63-73
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    • 2024
  • Autonomous vehicles at Levels 3 to 5, currently under global research and development, seek to replace the driver's perception, judgment, and control processes with various sensors integrated into the vehicle. This integration enables artificial intelligence to autonomously perform the majority of driving tasks. However, autonomous vehicles currently obtain temporary driving permits, allowing them to operate on roads if they meet minimum criteria for autonomous judgment abilities set by individual countries. When autonomous vehicles become more widespread in the future, it is anticipated that buyers may not have high confidence in the ability of these vehicles to avoid hazardous situations due to the limitations of temporary driving permits. In this study, we propose a method for grading the judgment abilities of autonomous vehicles based on a driving simulator experiment comparing and evaluating drivers' abilities to avoid hazardous situations. The goal is to derive evaluation criteria that allow for grading based on specific scenarios and to propose a framework for grading autonomous vehicles. Thirty adults (25 males and 5 females) participated in the driving simulator experiment. The analysis of the experimental results involved K-means cluster analysis and independent sample t-tests, confirming the possibility of classifying the judgment abilities of autonomous vehicles and the statistical significance of such classifications. Enhancing confidence in the risk-avoidance capabilities of autonomous vehicles in future hazardous situations could be a significant contribution of this research.

Sensibility Evaluation of Driver to the Speed in a Dynamic Simulator (동환경 시뮬레이터에서 주행속도에 따른 운전자 감성평가)

  • 성은정;민병찬;전효정;김태은;강인형;김철중
    • Proceedings of the Korean Society for Emotion and Sensibility Conference
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    • 2002.11a
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    • pp.177-181
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    • 2002
  • 본 연구에서는 동적환경 감성 시험평가 시스템(driving simulator)을 이용하여 다양한 운전속도(40, 70, 100km/h)에서 주행시 운전자의 감성평가를 실시하였다. 그 결과, 주행속도가 증가할수록 쾌활성, 쾌적감, 긴장감, 각성감, 속도감이 높게 나타났고, 심박수는 증가하였다. 안정시에 비하여 주행시에 뇌파의 알파파는 감소하고 베타파는 증가하였으며 호흡수가 증가하였으나, 조건간의 유의차는 나타나지 않았다. 또한 70km/h이상에서 GSR의 증가와 SKT의 감소가 인정되었으며, 70km/h이하에서 눈깜박임율이 증가하였다. 이상의 결과로부터, 운전자는 속도가 증가할수록 주관적으로 긍정적인 감성을 느끼지만, 70km/h이상에서 자율신경계 반응에 차이가 있음을 알 수 있었다. 또한 이러한 결과는 실제차량 및 시뮬레이터에서 수행한 선행연구의 결과와 대체로 일치하여 본 시스템으로 운전자 감성평가가 충분히 수행될 수 있음을 시사하였다.

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Simulator-Based Mental Workload Assessment of the In-Vehicle Navigation System Driver Using Revision of NASA-TLX (항법장치 simulator 기반의 RNASA-TLX 를 이용한 항법장치 운전자 mental workload 평가에 관한 연구)

  • Cha, Doo-Won;Park, Peom
    • IE interfaces
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    • v.10 no.1
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    • pp.145-154
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    • 1997
  • In developing the HMI(Human-Machine Interface) evaluation system for the IVNS(In-Vehicle Navigation System), design guidelines and evaluation methods are the most crucial problems for its use and efficiency. As the part of this system, focused on the final product of the database, subjective mental workload assessment is seriously considered to evaluate the driver's own driving task using the IVNS. This paper suggests the methodology for the ergonomic assessment of the IVNS that corresponds to the subjective measurement of the driver's mental workload by rating his or her own driving task. For this approach, Revision of NASA-Task Load Index(RNASA-TLX) was developed which translated and revised the version of NASA-TLX that is generally accepted an efficient and powerful method for evaluating the in-vehicle information systems. To verify the RNASA-TLX, an experiment was conducted in a real road situation, because the result of the laboratory approach is uncertain and has the differences from the real road test.

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QUANTITATIVE STUDY ON THE FEARFULNESS OF HUMAN DRIVER USING VECTOR QUANTIZATION

  • Kim, J.H.;Kim, Y.W.;Sim, K.Y.
    • International Journal of Automotive Technology
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    • v.8 no.4
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    • pp.505-512
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    • 2007
  • This paper presents the quantitative evaluation of the fearfulness of the human driver in the case of the short range (time) on the highway. The driving situation is realized by using the driving simulator based on CAVE, which provides three-dimensional stereoscopic immersive visual information. The examinees' responses and personal information are categorized reasonably by applying the competitive learning algorithm. The characteristics of each group are analyzed. The following two situations are also compared: (1) the active approaching situation where the examinee drives the vehicle near the preceding vehicle, and (2) the passive approaching situation where the preceding vehicle nears the examinee's vehicle by gradually decelerating. The range time that the examinee feels fear in the active approaching case tends to be shorter than that in the passive approaching case.

Development of Transmission Simulator for High-Speed Tracked Vehicles (고속 무한궤도 차량용 변속기 시뮬레이터 개발)

  • Jung, Gyuhong
    • Journal of Drive and Control
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    • v.14 no.4
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    • pp.29-36
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    • 2017
  • Electronic control technologies that have long been developed for passenger cars spread to construction equipment and agricultural vehicles because of its outstanding performance achieved by embedded software. Especially, system program of transmission control unit (TCU) plays a crucial role for the superb shift quality, driving performance and fuel efficiency, etc. Since the control algorithm is embedded in software that is rarely analyzed, development of such a TCU cannot be conducted by conventional reverse engineering. Transmission simulator is a kind of electronic device that simulates the electric signals including driver operation command and output of various sensors installed in transmission. Standalone TCU can be run in normal operation mode with the signals provided by transmission simulator. In this research, transmission simulator for the tracked vehicle TCU is developed for the analysis of shift control algorithm from the experiments with standalone TCU. It was confirmed that shift experimental data for the simulator setup conditions can be used for the analysis of control algorithms on proportional solenoid valves and shift map.

A Study on Multi-Axiles using ADAMS (ADAMS를 이용한 다축 시뮬레이터에 관한 연구)

  • 정찬범;유승환;이경백;김영배
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2001.04a
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    • pp.288-291
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    • 2001
  • Vehicle evaluation is performed on the proving ground, and durability test and dynamic test cost lots of money and time. Doing replace real vehicle experiment with similar experiment environment, it will take us much more useful advantages. Suspension simulator is required the robust and high-reliability and used widely. But it's natural of high-leveled control technique to manage to be fitted fluid system's property and complex that is for the lack of self-damping, nonlinearity, compressibility. In designing and evaluating simulator, it is important to understand the capability of kinematic and static performances. In this paper, an kinematic modeling and analysis has been presented using ADAMS to design that can reproduce longitudinal, lateral, and vertical force.

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A Study on the Dynamic Characteristic Analysis of Multi-axis Simulator (다축 제어 시뮬레이터의 동특성 해석에 관한 연구)

  • 정상화;박용래;류신호;김현욱;나윤철
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2001.04a
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    • pp.715-718
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    • 2001
  • Test in the development of vehicle consist of driving test and simulation test. The last one has many advantages. It can reduce time and cost during development, can overcome the spacial and environmental limitation, and can provides repeatabilities of similar experiments and various data. In these reason, the simulation test is used more for analysis and development of new vehicle. In this research the result of kinematic analysis on multi-axis simulator is compared with the simulated result using dynamic analysis program, ADAMS, and the maximum stress and strain are analyzed for the safety of link and specifications of optimal design using finite element method.

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A Study on Operating Software Development and Calibration of Multi-Axis Simulation (다축 시뮬레이터의 구동 소프트웨어 개발 및 보정에 관한 연구)

  • 정상화;류신호;신형성;김상석;김종태;박용래
    • 제어로봇시스템학회:학술대회논문집
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    • 2000.10a
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    • pp.141-141
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    • 2000
  • In the recent day, fatigue life prediction techniques play a major role in the design of components in th ground vehicle industry. Full scale durability testing in the laboratory is an essential of any fatigue life evaluation of components or structure of the automotive vehicle. Component testing is particularly important in today's highly competitive industries where the design to reduce weight and production costs must be balanced with the necessity to avoid expensive service failure. Generally, multi-axis durability testing simulator is used to car교 out the fatigue test. In this paper, the operation software for simultaneously driving 3-axis simulator is developed and the real-time signals of input-output data are displayed in window of PC. Moreover, the displacements and the loads of 3-axis actuators are calibrated separately and the operating characteristics of the actuators are evaluated.

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