• 제목/요약/키워드: Lane Change Simulation

검색결과 83건 처리시간 0.02초

도심 정체 상황에서의 자율주행 차선 변경 알고리즘 개발 및 평가를 위한 실도로 데이터 기반 시뮬레이션 환경 개발 (Human Driving Data Based Simulation Tool to Develop and Evaluate Automated Driving Systems' Lane Change Algorithm in Urban Congested Traffic)

  • 서다빈;채흥석;이경수
    • 자동차안전학회지
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    • 제15권2호
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    • pp.21-27
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    • 2023
  • This paper presents a simulation tool for developing and evaluating automated driving systems' lane change algorithm in urban congested traffic. The behavior of surrounding vehicles was modeled based on driver driving data measured in urban congested traffic. Surrounding vehicles are divided into aggressive vehicles and non-aggressive vehicles. The degree of aggressiveness is determined according to the lateral position to initiate interaction with the vehicle in the next lane. In addition, the desired velocity and desired time gap of each vehicle are all randomly assigned. The simulation was conducted by reflecting the cognitive limitations and control performance of the autonomous vehicle. It was possible to confirm the change in the lane change performance according to the variation of the lane change decision algorithm.

Building a mathematics model for lane-change technology of autonomous vehicles

  • Phuong, Pham Anh;Phap, Huynh Cong;Tho, Quach Hai
    • ETRI Journal
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    • 제44권4호
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    • pp.641-653
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    • 2022
  • In the process of autonomous vehicle motion planning and to create comfort for vehicle occupants, factors that must be considered are the vehicle's safety features and the road's slipperiness and smoothness. In this paper, we build a mathematical model based on the combination of a genetic algorithm and a neural network to offer lane-change solutions of autonomous vehicles, focusing on human vehicle control skills. Traditional moving planning methods often use vehicle kinematic and dynamic constraints when creating lane-change trajectories for autonomous vehicles. When comparing this generated trajectory with a man-generated moving trajectory, however, there is in fact a significant difference. Therefore, to draw the optimal factors from the actual driver's lane-change operations, the solution in this paper builds the training data set for the moving planning process with lane change operation by humans with optimal elements. The simulation results are performed in a MATLAB simulation environment to demonstrate that the proposed solution operates effectively with optimal points such as operator maneuvers and improved comfort for passengers as well as creating a smooth and slippery lane-change trajectory.

자율주행 차량의 충돌회피 차선변경 제어 알고리즘 개발과 HILS 시험 (A Lane-change Collision Avoidance Algorithm for Autonomous Vehicles and HILS(Hardware-In-the-Loop Simulation) Test)

  • 류제하;김종협
    • 한국자동차공학회논문집
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    • 제7권5호
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    • pp.240-248
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    • 1999
  • This paper presents a lane-change collision avoidance control algorithm for autonomous vehicles that will be used in AHS(Automated Highway System). In the proposed control algorithm, nominal control inputs are generated by solving the inverse vehicle dynamic equations of motion for a lane-change maneuver. In addition, a corrective steering input from preview as well as DYC (Direct Yaw Moment Control) may be included to reduce unpredictable errors and to insure yaw directional stability, respectively. The performance of the algorithm is evaluated with an ABS HILS system which consist of 17 DOF vehicle model and real ABS hardware parts. The HILS simulation results show that the proposed algorithm may be used for emergency lane-change maneuvers for autonomous vehicles.

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자율 주행 차량의 차선 변경을 위한 충격 응답 기반 상태 확장 되먹임 제어 (Extended Feedback Control based on Impulse Response for Lane Change of Autonomous Driving Vehicle)

  • 김상윤;이경수
    • 자동차안전학회지
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    • 제15권3호
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    • pp.17-26
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    • 2023
  • This paper presents extended state feedback control based on impulse response for lane change of autonomous driving vehicle. The triple characteristic root of path tracking system and longitudinal velocity determine feedback gains. We suggest a resemblance of impulse response curve of the system and lane change trajectory of the vehicle. The root affects the duration of lane change and lateral acceleration. The effect of limited lateral acceleration and saturation of steering angle will be analyzed and discussed. Finally, simulation results will show the trajectory of lane change based on impulse response under limitation of lateral acceleration.

실험계획법을 이용한 전륜 토우각의 최적설계 및 조종 안정성능 평가 시뮬레이션 (Optimum Design of Front Toe Angle Using Design of Experiment and Dynamic Simulation for Evaluation of Handling Performances)

  • 서권희;민한기;천인범
    • 한국자동차공학회논문집
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    • 제8권2호
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    • pp.120-128
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    • 2000
  • At the initial design stage of a new vehicle, the chassis layout has the most important influence on the overall vehicle performance. Most chassis designers have achieved the target performances by trial and error method as well as individual knowhow. Accordingly, a general procedure for determining the optimum location of suspension hard points with respect to the kinematic characteristics needs to be developed. In this paper, a method to optimize the toe angle in the double wishbone type front suspension of the four-wheel-drive vehicle is presented using the design of experiment, multibody dynamic simulation, and optimum design program. The handling performances of two full vehicle models having the initial and optimized toe angle are compared through the single lane change simulation. The sensitive design variables with respect to the kinematic characteristics are selected through the experimental design sensitivity analysis using the perturbation method. An object function is defined in terms of the toe angle among those kinematic characteristics. By the design of experiment and regression analysis, the regression model function of toe angle is obtained. The design variables which make the toe angle optimized ae extracted using the optimum design program DOT. The single lane change simulation and test of the full vehicle model are carried out to survey the handling performances of vehicle with toe angle optimized. The results of the single lane change simulation show that the optimized vehicle has the more improved understeer tendency than the initial vehicle.

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고속도로 합류구간 첨단 차로변경 보조 시스템 개발 : 최적 차로변경 시작 지점 Positioning 알고리즘 (Advanced Lane Change Assist System for Automatic Vehicle Control in Merging Sections : An algorithm for Optimal Lane Change Start Point Positioning)

  • 김진수;정진한;유성현;박장현;장경영
    • 한국ITS학회 논문지
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    • 제14권3호
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    • pp.9-23
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    • 2015
  • 차로변경은 운전자의 숙련된 주변인식 및 운전기술이 요구되어 심각한 교통사고를 야기한다. 그리하여 우리는 불가피한 차로변경이 대두되는 고속도로 합류구간에서 본선으로 합류하는 차량의 차로변경을 보조하는 차량 자동제어 시스템 (ALCAS; Advanced Lane Change Assist System)을 개발한다. 본 연구에서는 ALCAS 중 조향이 수행되기 이전에 최적 차로변경 시작지점(Optimal Lane Change Start Point; OLCSP)을 생성하고 그 지점까지 도달하는 종방향 제어 알고리즘 개발에 초점을 두었다. 이를 위해 우선 고속도로 합류구간의 차로변경 행태를 분석하였고, 실제 차량의 가속도 함수 형태를 통해 차로변경 특징모형(Lane Change Feature Model)을 설계하였다. 그 후 차로변경 수행 단계를 정립하였으며, 이 알고리즘 성능과 타당성을 검증하기 위하여 다양한 주변차량 주행환경에 따른 시나리오 시험을 수행하였다. 또한 개발된 알고리즘의 효과를 미시적 교통류 시뮬레이션 (VISSIM)을 통해 확인하였다. 개발한 알고리즘을 합류차량에 적용한 결과 안정류 상태에서 합류성능이 두드러지게 개선되는 것을 확인하였다. 이 차량 자동제어 시스템은 교통 자동차 분야 융합기술의 일환으로 개발되었으며, 운전자의 부하와 오류를 감소시켜 효율성과 안전성을 향상시킬 뿐만 아니라 교통류의 안정성, 임계용량, 주행 효율성의 증대로 사회비용 감소를 기대할 수 있다.

심층강화학습 기반 자율주행차량의 차로변경 방법론 (Lane Change Methodology for Autonomous Vehicles Based on Deep Reinforcement Learning)

  • 박다윤;배상훈;;박부기;정보경
    • 한국ITS학회 논문지
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    • 제22권1호
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    • pp.276-290
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    • 2023
  • 현재 국내에서는 자율주행차량의 상용화를 목표로 다양한 노력을 기울이고 있으며 자율주행차량이 운영 가이드라인에 따라 안전하고 신속하게 주행할 수 있는 연구들이 대두되고 있다. 본 연구는 자율주행차량의 경로탐색을 미시적인 관점으로 바라보며 Deep Q-Learning을 통해 자율주행차량의 차로변경을 학습시켜 효율성을 입증하고자 한다. 이를 위해 SUMO를 사용하였으며, 시나리오는 출발지에서 랜덤 차로로 출발하여 목적지의 3차로까지 차로변경을 통해 우회전하는 것으로 설정하였다. 연구 결과 시뮬레이션 기반의 차로변경과 Deep Q-Learning을 적용한 시뮬레이션 기반의 차로변경으로 구분하여 분석하였다. 평균 통행 속도는 Deep Q-Learning을 적용한 시뮬레이션의 경우가 적용하지 않은 경우에 비해 약 40% 향상되었으며 평균 대기 시간은 약 2초, 평균 대기 행렬 길이는 약 2.3대 감소하였다.

이중너클을 이용한 후륜 토 및 캠버각 변화를 통한 조종안정성 개선 (Improvement of Vehicle Handling Performance due to Toe and Camber Angle Change of Rear Wheel by Using Double Knuckle)

  • 손정현;박성준
    • 한국자동차공학회논문집
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    • 제21권1호
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    • pp.121-127
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    • 2013
  • In this study, suspension geometry is controlled to improve vehicle handling performance. The toe and camber of the rear suspension is controlled independently by using a double knuckle structure designed to enhance the vehicle cornering stability. Camber and toe changes in the rear wheel during high speed turning maneuver are important factors that influence the vehicle stability. Toe in the rear outer wheel plays a dominant role in cornering. A control algorithm for the camber and the toe angle input is developed to carry out the control simulation of the vehicle such as single lane change, the steady state cornering, the double lane change and the step steering simulation. Effects of the camber and toe angle control are analyzed from the computer simulations. A double lane change simulation revealed that the suspension mechanism with variable camber angle and variable toe angle decreases the peak body slip angle and peak yaw rate, 50% and 10%, respectively.

대형트럭 프레임의 결합방법이 조종성능에 미치는 영향 (The Effects of the Mounted Method of Frame of a Large Truck on Handling Performance)

  • 문일동;오재윤;오석형
    • 한국정밀공학회지
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    • 제21권8호
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    • pp.112-119
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    • 2004
  • This paper develops a computer model of a cabover type large truck for estimating the effects of the mounted method of frame on handling performance. The computer model considers two mounted methods of frame; flange mounted and web mounted. Frame is modeled by finite elements using MSC/NASTRAN in order to consider the flexibility of frame. The reliability of the developed computer model is verified by comparing the actual vehicle test results with the simulation results. The actual vehicle test is performed in a double lane change course, and lateral acceleration, yaw rate, and roll angle are measured. To estimate the effects of the mounted method of frame on handling performance, simulations are performed with the flange mounted and web mounted frame. Simulation results show that the web mounted frame's variations of roll angle, lateral acceleration, and yaw rate are larger than the flange mounted frame's variations, especially in the high test velocity and the second part of the double lane course. Also, simulation results show that the web mounted frame's tendencies of roll angle, lateral acceleration, and yaw rate advance the flange mounted frame's tendencies, especially in the high test velocity and the second part of the double lane course.