Study of automated shuttle interactions in city traffic using surrogate measures of safety

被引:12
|
作者
Beauchamp, Etienne [1 ]
Saunier, Nicolas [1 ]
Cloutier, Marie-Soleil [2 ]
机构
[1] Polytech Montreal, Civil Geol & Min Engn Dept, CP 6079,Succ Ctr Ville, Montreal, PQ H3C 3A7, Canada
[2] Inst Natl Rech Sci, Urbanisat Culture Soc Res Ctr, 385 Sherbrooke Est, Montreal, PQ H2X 1E3, Canada
关键词
Road safety; Automated shuttles; Surrogate measures of safety; Video analysis; AUTONOMOUS VEHICLES; SEVERITY;
D O I
10.1016/j.trc.2021.103465
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
Driving automation is happening at a rapid pace, with different driver assistance systems already available in mass-market cars. However, this rapid development in driving automation leads to concerns and questions about their impact on safety. While previous studies have been restricted to incident reports and simulation tools, the safety of automated vehicles (AVs) has not been clearly demonstrated independently from their developers and proponents. Instead of crashes, which are extremely rare events, this study uses surrogate measures of safety (SMoS) to analyze the interactions between road users and low-speed automated shuttles that circulated in Montreal and Candiac, in Canada, during two pilot projects in mid and late 2019. Cameras were placed at seven intersections along the routes of the shuttles. More than 70 hours of footage were processed to extract the road user trajectories using computer vision techniques and compute various safety indicators: speed and acceleration at the road user level, time headway, time-to-collision (TTC), post-encroachment time (PET) and the speed difference at the interaction level. The Kolmogorov-Smirnov test was used to compare the distributions of these indicators for interactions involving automated shuttles or motorized vehicles following similar paths. Multivariate regression was used to identify the relationship between the safety indicators and various factors. The results indicate that these automated shuttles behave generally more safely: their speeds and accelerations are lower and their interactions are characterized by higher TTC and PET values, and lower speed differences. However, small headway times at one site with high-speed differences between the shuttles and other following vehicles raise concerns that warrant further research into the suitable context for these vehicles.
引用
收藏
页数:18
相关论文
共 50 条
  • [21] Impact of Splitter-Island on Pedestrian Safety at Roundabout Using Surrogate Safety Measures: A Comparative Study
    Karwand, Zamir
    Mokhtar, Safizahanin
    Suzuki, Koji
    Oloruntobi, Olakunle
    Shah, Muhammad Zaly
    Misnan, Siti Hajar
    [J]. SUSTAINABILITY, 2023, 15 (06)
  • [22] Assessing hypnotic and opioid interactions in volunteers using surrogate measures: A new study paradigm
    Egan, TD
    Kern, SE
    White, JL
    Wells, DT
    Johnson, JO
    [J]. ANESTHESIOLOGY, 1998, 89 (3A) : U382 - U382
  • [23] Surrogate Safety Measures from Traffic Simulation Models a Comparison of different Models for Intersection Safety Evaluation
    Astarita, Vittorio
    Festa, Demetrio Carmine
    Giofre, Vincenzo Pasquale
    Guido, Giuseppe
    [J]. 21ST EURO WORKING GROUP ON TRANSPORTATION MEETING (EWGT 2018), 2019, 37 : 219 - 226
  • [24] Application of Traffic Conflict Techniques as Surrogate Safety Measures: A Sustainable Solution for Developing Countries
    Mahmud, S. M. Sohel
    Ferreira, Luis
    Hoque, Shamsul
    Tavassoli, Ahmad
    [J]. RECENT DEVELOPMENTS IN RAILWAY TRACK AND TRANSPORTATION ENGINEERING, 2018, : 88 - 105
  • [25] Surrogate safety measures for traffic oscillations based on empirical vehicle trajectories prior to crashes
    Wang, Yuxuan
    Li, Zhibin
    Liu, Pan
    Xu, Chengcheng
    Chen, Kequan
    [J]. TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2024, 161
  • [26] Assessing Surrogate Safety Measures using a Safety Pilot Model Deployment Dataset
    He, Zhaoxiang
    Qin, Xiao
    Liu, Pan
    Abu Sayed, Md
    [J]. TRANSPORTATION RESEARCH RECORD, 2018, 2672 (38) : 1 - 11
  • [27] INFLUENCE OF SIGHT DISTANCE CHARACTERISTICS ON SAFETY OF INTERSECTIONS USING SURROGATE SAFETY MEASURES
    Sushmitha, Ramireddy
    Reddy, Vattipally Bhanu Prakash
    Ravishankar, K. V. R.
    [J]. SURANAREE JOURNAL OF SCIENCE AND TECHNOLOGY, 2023, 30 (04):
  • [28] Explicitly incorporating surrogate safety measures into connected and automated vehicle longitudinal control objectives for enhancing platoon safety
    Dai, Yulu
    Wang, Chen
    Xie, Yuanchang
    [J]. ACCIDENT ANALYSIS AND PREVENTION, 2023, 183
  • [29] Assessment of the Effectiveness of the Time Based and Distance Based Surrogate Safety Measures in Mixed Traffic Environment
    Das, Tanmay
    Rouphail, Nagui
    Williams, Billy M.
    [J]. INTERNATIONAL CONFERENCE ON TRANSPORTATION AND DEVELOPMENT 2022: TRANSPORTATION SAFETY, 2022, : 12 - 22
  • [30] Evaluation of countermeasures for red light running by traffic simulator-based surrogate safety measures
    Lee, Changju
    So, Jaehyun
    Ma, Jiaqi
    [J]. TRAFFIC INJURY PREVENTION, 2018, 19 (01) : 1 - 8