Prospective and retrospective performance assessment of Advanced Driver Assistance Systems in imminent collision scenarios: the CMI-Vr approach

被引:7
作者
Gulino, Michelangelo S. [1 ]
Fiorentino, Anita [2 ]
Vangi, Dario [1 ]
机构
[1] Univ Firenze, Dept Ind Engn, Via Santa Marta 3, I-50139 Florence, Italy
[2] Stellantis, Automot Res & Adv Engn, Via Ex Aeroporto, I-80038 Pomigliano Darco, Italy
关键词
Velocity change (Delta V); Closing velocity; Impact eccentricity; Consumer program; Injury risk; Adaptive logic; INJURY SEVERITY; VEHICLE; RISK; AGE;
D O I
10.1186/s12544-022-00527-4
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
Introduction: Prospective and retrospective performance assessment of Advanced Driver Assistance Systems (ADASs) is fundamental to pilot future enhancements for active safety devices. In critical road scenarios between two vehicles where ADAS activation enables collision mitigation only, currently available assessment methodologies rely on the reconstruction of the impact phase consequent to the specific intervention on braking and steering: the velocity change sustained by the vehicle in the collision (Delta V) is retrieved, so that IR decrease for the vehicle occupants can be obtained by appropriate Injury Risk (IR) models. However, information regarding the ADAS performance is available only after the impact phase reconstruction and not just as when the criticality occurs in the pre-impact phase: the best braking and steering alternative cannot be immediately envisaged, since a direct correlation lacks between the braking/steering intervention and IR. Method: This work highlights an ADAS performance assessment method based on the disaggregation of Delta V in the two pre-impact parameters closing velocity at collision (V-r) and impact eccentricity, represented by the Crash Momentum Index (CMI). Such a disaggregation leads to the determination of IR based solely on impact configuration between the vehicles, without directly considering the impact phase. The performance of diverse ADASs in terms of intervention logic are directly comparable based on the resulting impact configuration, associated with a single coordinate in the CMI-V-r plane and a sole IR value as a consequence. Results: The CMI-V-r approach is employable for both purposes of prospective and retrospective performance assessment of ADAS devices. To illustrate the advantages of the methodology, a solution for prospective assessment based on the CMI-V-r plane is initially proposed and applied to case studies: this provides direct suggestions regarding the most appropriate interventions on braking and steering for IR minimization, fundamental in the tuning or development phase of an ADAS. A method for retrospective assessment is ultimately contextualized in the EuroNCAP "Car-to-Car Rear moving" test for an Inter-Urban Autonomous Emergency Braking system, a device implemented on a significant portion of the circulating fleet. Conclusions: Based on the evidenced highlights, it is demonstrated that the approach provides complementary information compared to well-established performance assessment methodologies in all stages of an ADAS life cycle, by suggesting a direct physical connection in the pre-impact phase between the possible ADAS interventions and the foreseeable injury outcomes.
引用
收藏
页数:14
相关论文
共 46 条
  • [1] Alvarez S., 2017, P 25 INT TECHN C ENH
  • [2] [Anonymous], 2008, P INT IRCOBI C BERN
  • [3] Antonetti V. W, 1998, Technical report, SAE Technical Paper
  • [4] Paired vehicle occupant analysis indicates age and crash severity moderate likelihood of higher severity injury in second row seated adults in frontal crashes
    Atkinson, T.
    Gawarecki, L.
    Tavakoli, M.
    [J]. ACCIDENT ANALYSIS AND PREVENTION, 2016, 89 : 88 - 94
  • [5] Banks Victoria, 2019, Proceedings of the 20th Congress of the International Ergonomics Association (IEA 2018). Volume VI: Transport Ergonomics and Human Factors (TEHF), Aerospace Human Factors and Ergonomics. Advances in Intelligent Systems and Computing (AISC 823), P70, DOI 10.1007/978-3-319-96074-6_8
  • [6] Analysis of mechanics of side impact test defined in UN/ECE Regulation 129
    Baranowski, Pawel
    Damaziak, Krzysztof
    Mazurkiewicz, Lukasz
    Malachowski, Jerzy
    Muszynski, Artur
    Vangi, Dario
    [J]. TRAFFIC INJURY PREVENTION, 2018, 19 (03) : 256 - 263
  • [7] Estimating near side crash injury risk in best performing passenger vehicles in the United States
    Bareiss, Max
    Gabler, Hampton C.
    [J]. ACCIDENT ANALYSIS AND PREVENTION, 2020, 138
  • [8] Darms M., 2016, Handbook of Driver Assistance Systems: Basic Information, Components and Systems for Active Safety and Comfort, P549, DOI 10.1007/978-3-319-12352-3_24
  • [9] Impact speed and the risk of serious injury in vehicle crashes
    Doecke, Sam D.
    Baldock, Matthew R. J.
    Kloeden, Craig N.
    Dutschke, Jeffrey K.
    [J]. ACCIDENT ANALYSIS AND PREVENTION, 2020, 144
  • [10] Domus E, 2019, QUATTRORUOTE DOSSIER, V76