본문 바로가기
KERD
논문KCI 등재

차량행태 기반 안전시설 안전성 평가: 무인 교통단속용 장비와 과속방지턱을 중심으로

Safety Assessment of Safety Facilities Based on Vehicle Behavior: Focusing on Automated Traffic Enforcement Equipment and Speed Hump

0

조회

0

다운로드

0

인용

0

참고문헌

키워드

초록

본 연구는 도로 및 교통안전시설, 무인 교통단속용 장비와 과속방지턱이 차량 주행 행태와도로 안전성에 미치는 영향을 정량적으로 평가하기 위해 수행되었다. 드론 영상과 YOLO v8 알고리즘을 활용하여 차량의 주행 데이터를 수집하고, SSM(Surrogate Safety Measure) 지표를적용하여 안전시설 설치 유무에 따른 주행 안정성을 분석하였다. 분석 결과, 단속장비 설치 구간에서 차량 속도가 낮아지고 일정한 주행 패턴과 안정적인 차간거리가 유지되며 주행 안정성에 긍정적인 영향을 미치는 것으로 나타났다. 반면, 단속장비가 없는 구간에서는 과속 차량 비율이 높고 주행 속도의 변동성이 커 교통 안전성이 상대적으로 낮아질 가능성을 보였다. 또한다양한 대리안전지표를 활용하여 단속장비가 설치된 구간의 주행 안전성을 다각도로 평가하였다. 실제 주행 환경에서 수집된 데이터를 기반으로 객관적인 안전성 분석을 수행한 결과, 단속장비가 도로 안전성 향상에 기여할 수 있음을 확인하였다. 향후 도로 및 교통안전시설의 설치 효과를 입증하는 기초 자료로 활용될 수 있으며, 도로 및 교통안전시설의 안전성 평가와개선 방안을 수립하는 데 중요한 근거가 될 것이다.

Abstract

This study evaluates the impact of road and traffic safety facilities, specifically unmanned enforcement equipment and speed bumps, on vehicle behavior and road safety. Using drone footage and the YOLO v8 algorithm, driving data were collected and SSM (Surrogate Safety Measure) indicators were applied to assess stability with and without safety facilities. Results show that sections with enforcement equipment exhibit lower speeds, consistent driving patterns, and stable headway distances, positively impacting stability. In contrast, sections without enforcement equipment showed higher speeding rates and speed variability, suggesting lower safety levels. This analysis confirms that enforcement equipment can improve road safety and provides foundational data for future safety evaluations and improvement strategies.

참고문헌 (13)

  1. Abdelhalim, A., "Data enforced: an exploratory impact analysis of automated speed enforcement in the district of Columbia", 2021 IEEE International Intelligent Transportation Systems Conference (ITSC), pp.2478~2483 (2021), IEEE
  2. Bagdadi, O., "Development of a method for detecting jerks in safety critical events", Accident Analysis & Prevention, 50, pp.83~91 (2013)
  3. Fu, C., "Comparison of threshold determination methods for the deceleration rate to avoid a crash(DRAC)-based crash estimation", Accident Analysis & Prevention, 153, pp.106051~ (2021)
  4. Gil, J. W., "Vehicle acceleration and vehicle spacing calculation method used YOLO", The Journal of The Korea Institute of Intelligent Transport Systems, 23(1), pp.82~96 (2024)
  5. Kim, H., "A Study on the Highway Congestion and Traffic Safety Monitoring Based on Vehicle Lidar Sensor", Doctor, pp.2023
  6. Kim, W. K., "A study on the variations of runing speed characteristics by automated speed enforcement system", Journal of the Korean Society of Safety, 25(2), pp.78~83 (2010)
  7. Lee, H. W., "An analysis of effects of travel speed using the safety facilities in the school zones", The Journal of The Korea Institute of Intelligent Transport Systems, 11(3), pp.124~132 (2012)
  8. Lee, H., "A safety analysis based on evaluation indicators of mixed traffic flow", The Journal of The Korea Institute of Intelligent Transport Systems, 23(1), pp.42~60 (2024)
  9. Lee, Y., "Effect analysis of public data-based automatic traffic enforcement camera installation using the comparison group method", The Journal of The Korea Institute of Intelligent Transport Systems, 22(6), pp.168~181 (2023)
  10. Lin, C. J., "A real time vehicle counting, speed estimation, and classification system based on virtual detection zone and YOLO", Mathematical Problems in Engineering, 2021(1), pp.1577614~ (2021)
  11. Park, Y. W., "A study on the methodology for analyzing the effectiveness of traffic safety facilities using drone images", The Journal of The Korea Institute of Intelligent Transport Systems, 22(5), pp.74~91 (2023)
  12. Rais, A. H., "Vehicle speed estimation using YOLO, Kalman filter, and frame sampling", 2021 8th International Conference on Advanced Informatics: Concepts, Theory and Applications (ICAICTA), pp.1~6 (2021), IEEE
  13. The Effects of Drivers' Speed on the Frequency of Road Accidents, "Taylor, M. C.", Crowthorne, Transport Research Laboratory, 421~ (2000)

관련 논문AI추천

이 간행물의 다른 논문 (25건)