• 제목/요약/키워드: driver assistance system

검색결과 185건 처리시간 0.028초

선택적 주의집중 모델과 YOLO를 이용한 선행 차량 정지등 검출 시스템 구현 (Implementation of Preceding Vehicle Break-Lamp Detection System using Selective Attention Model and YOLO)

  • 이우범
    • 융합신호처리학회논문지
    • /
    • 제22권2호
    • /
    • pp.85-90
    • /
    • 2021
  • 운전자의 안전 운전을 위한 첨단 운전자 보조시스템(ADAS; Advanced Driver Assistance System)은 자율주행 자동차에서 중요한 연구 분야 가운데 하나이다. 특히, 이전에 자동차에 부착된 영상센서를 기반으로 한 ADAS 소프트웨어는 구축 비용이 저렴하고 그 활용도가 우수하다. 본 논문에서는 선행차의 주행 상황을 인지할 수 있는 선행 차량 후미등(Tail-Lamp)의 정지등(Break-Lamp) 영역을 검출하는 알고리즘을 제안한다. 제안하는 방법은 주행 영상으로부터 객체 추적에 우수한 성능을 보이고 있는 YOLO 기술을 이용하여 자동차 객체를 추출하고, 추출된 자동차 관심 영역의 HSV 영상을 이용하여 정지등의 밝기 변화 영역을 검출한다. 그 다음 검출된 각 정지등 후보 고립영역을 라벨링하여 후보 영역들 간의 모양 대칭성을 인지하는 선택적 주의집중 모델(Selective Attention Model)을 적용하여 정지등 영역을 검출한다. 제안한 알고리즘의 성능 평가를 위하여 다양한 주행 영상에 적용하여 실험한 결과 ADAS에 적용 가능한 성공적인 검출 결과를 보였다.

스마트 운전자 보조 시스템에서 영상인식기법의 실시간 처리를 위한 운전 상태 기반의 동적 프레임 제외 기법 (Driving Condition based Dynamic Frame Skip Method for Processing Real-time Image Recognition Methods in Smart Driver Assistance Systems)

  • 손상현;전용수;백윤주
    • 한국정보통신학회논문지
    • /
    • 제22권1호
    • /
    • pp.54-62
    • /
    • 2018
  • 기술의 발전에 따라 다양한 응용을 위한 장치가 연구 및 개발되고 있으며 운전자 보조 시스템은 그 중 대표적인 기술이다. 운전자 보조 시스템 기술은 차량 주변의 정보를 인식하기 위해 영상인식 기법을 사용한다. 차량에 적용되는 운전자 보조 장치는 계산시간이 오래 걸리는 다수의 영상인식기법을 실시간으로 처리하는데 어려움이 존재한다. 이를 위해 제한된 하드웨어에서 영상인식 기법의 실시간 처리를 위한 동적 프레임 제외 기법을 제안한다. 기존의 연구에서 프레임 제외는 처리시간에 비례하여 정적으로 설정되었으며 처리 할 수 있는 영상인식기법의 수가 적음을 알 수 있다. 차량의 속도와 가속도를 통해 주행상태를 파악하여 동적으로 프레임 제외률을 설정하고 그에 맞게 영상인식 기법을 처리하여 그 수를 최대화시켰다. 실험을 통해 처리 수가 정적 기법에 비해 32.5% 상승함을 확인하였다.

Real-Time Safety Driving Assistance System Based on a Smartphone

  • Kang, Joon-Gyu;Kim, Yoo-Won;Jun, Moon-Seog
    • 한국컴퓨터정보학회논문지
    • /
    • 제22권8호
    • /
    • pp.33-39
    • /
    • 2017
  • In this paper, we propose a method which implements warning to drivers through real-time analysis of risky and unexpected driver and vehicle behavior using only a smartphone without using data from digital tachograph and vehicle internal sensors. We performed the evaluation of our system that demonstrates the effectiveness and usefulness of our method for risky and unexpected driver and vehicle behavior using three information such as vehicle speed, azimuth and GPS data which are acquired from a smartphone sensors. We confirmed the results and developed the smartphone application for validate and conducted simulation using actual driving data. This novel functionality of the smartphone application enhances drivers' situational awareness, increasing safety and effectiveness of driving.

LKAS의 실도로 안전성 평가방법에 관한 연구 (A Study on Safety Evaluation Method of LKAS in Actual Road)

  • 윤필환;이선봉
    • 자동차안전학회지
    • /
    • 제10권4호
    • /
    • pp.33-39
    • /
    • 2018
  • Recently, the automobile industry has developed ADAS (Advanced Driver Assistance System) to prevent traffic accidents and reduce driver's driving burden. Among the ADAS, the LKAS (Lane Keeping Assistance System) is a support system for the convenience and safety of the driver, and the main function is to maintain the driving lane of the vehicle. LKAS is a system that uses radar sensor and camera sensor to collect information about the position of the vehicle in the lane and to support keeping the lane through control if necessary. In many countries, LKAS has already been commercialized and the convenience and safety of drivers have been improved. The international LKAS evaluation test procedure is being developed and discussed by standardization committees such as the ISO (International Organization for Standardization) and the Euro NCAP (New Car Assessment Program). In Korean, the LKAS test method is specified in the KNCAP (Korean New Car Assessment Program), but the evaluation method is not defined. Therefore, the LKAS test procedure that meets international standards and is suitable for domestic road environment is necessary. In this paper, development of LKAS test evaluation scenarios that meets international standards and considering domestic road environment, and the formula that can evaluate the result value after control as the relative distance of lane and the front wheel are suggested. And a comparative analysis was conducted to verify the validity of the suggested scenario and formula. The test evaluation was conducted using the vehicle equipped with the LKAS.

IMPROVEMENT OF DRIFT RUNNING PERFORMANCE BY STEERING SYSTEM WHICH ADDS DIFFERENTIATION STEER ASSISTANCE

  • NOZAKI H.
    • International Journal of Automotive Technology
    • /
    • 제6권6호
    • /
    • pp.615-623
    • /
    • 2005
  • In this research, an effective technique was examined to improve the drift running performance. Concretely, the driver model by which the counter steer was done was assumed to the model by which the vehicle body slip angle (and the vehicle body slip angle velocity) was feed back. Next, the effectiveness of the system which added the assist steer angle corresponding to the steering wheel angle velocity to a front wheel steer angle was clarified as a drift running performance improvement technique of the vehicle. As a result, because the phase advances when the differentiation steer assistance is added, it has been understood to be able to cover the delay of the counter steer when the drift running. Therefore, it has been understood that the drift control does considerably easily. Moreover, it has been understood that the differentiation steer assistance acts effectively at the drift cornering by which the drift angle is maintained in cornering and the severe lane change with a drift at a situation. That is, it was understood to be able to settle to the drift angle of the aim quickly at the time of the drift cornering because the delay of the control steer angle of the counter steer was improved. Moreover, it was understood for the transient overshoot of the vehicle tracks to be able to decrease, and to return to the state of stability quickly at the severe lane change.

헬기산업의 성장동력화 방안 (Strategy for Helicopter Industry to be a Growth Driver)

  • 박중용;장병희;이대성
    • 항공우주산업기술동향
    • /
    • 제6권2호
    • /
    • pp.133-142
    • /
    • 2008
  • 헬기 시장진입 가능성을 수요측면, 산업구조측면, 인프라측면에서 검토하였다. 검토 결과 일부 부족기술의 확보와 금융과 헬기 관련 제도 등을 보완하면 내수를 중심으로 진입이 가능하다는 결론을 도출하였다. 헬기산업의 성장동력화를 위한 추진전략을 제시하고 전략 달성을 위하여 헬기수요의 지속적 창출, 핵심 부품 소재 육성 및 경쟁우위 기술력 확보, 인증 및 운용활성화 인프라 구축, 금융제도 개선 추진, 그리고 헬기 민 군 관 상시 정책조정기능 강화를 5대 추진과제로 제안하였다.

  • PDF

라즈베리파이와 OpenCV를 활용한 선형 검출 알고리즘 구현 (Implementation of Linear Detection Algorithm using Raspberry Pi and OpenCV)

  • 이성진;최준형;최병윤
    • 한국정보통신학회:학술대회논문집
    • /
    • 한국정보통신학회 2021년도 추계학술대회
    • /
    • pp.637-639
    • /
    • 2021
  • 자율주행 연구가 활발히 진행되면서 ADAS(Advanced Driver Assistance System)에서 차량의 위치를 파악하고 경로를 유지하는데 차선 검출은 필수적인 기술이다. 차선 검출은 허프 변환과 RANSAC(Random Sample Consensus)과 같은 영상처리 알고리즘을 이용하여 검출한다. 본 논문은 라즈베리파이3 B+에 OpenCV를 이용하여 선형 도형 검출 알고리즘을 구현하고 있다. OpenCV 가우시안 블러 구조와 캐니 에지 검출을 통해 문턱값을 설정하였고, 선형 검출 알고리즘을 통한 차선 인식에 성공하였다.

  • PDF

승용자동차 차로유지지원장치의 주행 성능 평가 (Road Test Scenario and Performance Assessments of Lane Keeping Assistance System for Passenger Vehicles)

  • 우현구;용부중;김경진;임재환
    • 한국자동차공학회논문집
    • /
    • 제24권2호
    • /
    • pp.255-263
    • /
    • 2016
  • Lane Keeping Assistance System (LKAS) is a kind of Advanced Driver Assistance Systems (ADAS) which are developed to automate/ adapt/ enhance vehicle systems for safety and better driving. The main system function of LKAS is to support the driver in keeping the vehicle within the current lane. LKAS acquires information on the position of the vehicle within the lane and, when required, sends commands to actuators to influence the lateral movement of the vehicle. Recently, the vehicles equipped with LKAS are commercially available in a few vehicle-advanced countries and the installation of LKAS increases for safety enhancement. The test procedures for LKAS evaluations are being discussed and developed in the international committees such as ISO (the International Organization for Standardization) and UNECE (United Nations Economic Commission for Europe). In Korea, the evaluations of LKAS for vehicle safety are planned to be introduced in 2016 KNCAP (Korean New Car Assessment Program). Therefore, the test procedures of LKAS suitable for domestic road and traffic conditions, which accommodate international standards, should be developed. In this paper, some bullet points of the test procedures for LKAS are discussed and proposed by extensive researches of previous documents and reports, which are released in public in regard to lateral test procedures including LKAS and Lane Departure Warning System (LDWS). And then, to evaluate the validity of the proposed test procedures, a series of experiments were conducted using commercially available two vehicles equipped with LKAS. Later, it can be helpful to make a draft considering domestic traffic situations for test procedures of LKAS.

퍼지제어기를 이용한 자율주차시스템 구현에 관한 연구 (A Study on Designing Autonomous Parking Assistance using Fuzzy Controller)

  • 추연규
    • 한국기계가공학회지
    • /
    • 제12권1호
    • /
    • pp.70-76
    • /
    • 2013
  • Recently, the performance and function of electrical and electronic system in automotive vehicles is developing at a rapid rate with the advancement of IT technologies. Combined together with micro-controller and sensor technologies, the Vehicle Smart System (VSS) being developed to improve driver's convenience and comfort has been employed to a variety of applications. In addition to the convenience system, the Auto-parking Assistance System (AAS) that is now attracting a new attention has been already applied to some vehicles, but it is currently limited to luxury car models only. In this paper, we present a fuzzy controller that enables autonomous parking assistance without the AAS. The controller can perform the assistance with information provided from moving status, current position and steering angle as one is able to park a car based on his/her experience and knowledge for driving and parking. We have evaluated its performance of the proposed controller by simulation and tested the excellence of the controller by building a model vehicle embedded with the micro-controllers.

Novel Backprojection Method for Monocular Head Pose Estimation

  • Ju, Kun;Shin, Bok-Suk;Klette, Reinhard
    • International Journal of Fuzzy Logic and Intelligent Systems
    • /
    • 제13권1호
    • /
    • pp.50-58
    • /
    • 2013
  • Estimating a driver's head pose is an important task in driver-assistance systems because it can provide information about where a driver is looking, thereby giving useful cues about the status of the driver (i.e., paying proper attention, fatigued, etc.). This study proposes a system for estimating the head pose using monocular images, which includes a novel use of backprojection. The system can use a single image to estimate a driver's head pose at a particular time stamp, or an image sequence to support the analysis of a driver's status. Using our proposed system, we compared two previous pose estimation approaches. We introduced an approach for providing ground-truth reference data using a mannequin model. Our experimental results demonstrate that the proposed system provides relatively accurate estimations of the yaw, tilt, and roll angle. The results also show that one of the pose estimation approaches (perspective-n-point, PnP) provided a consistently better estimate compared to the other (pose from orthography and scaling with iterations, POSIT) using our proposed system.