Holistic pedestrian safety assessment for average males and females

ObjectiveAn integrated assessment framework that enables holistic safety evaluations addressing vulnerable road users (VRU) is introduced and applied in the current study. The developed method enables consideration of both active and passive safety measures and distributions of real-world crash scen...

Full description

Bibliographic Details
Main Authors: Christoph Leo, Anders Fredriksson, Ellen Grumert, Astrid Linder, Martin Schachner, Fredrik Tidborg, Corina Klug
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-08-01
Series:Frontiers in Public Health
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fpubh.2023.1199949/full
_version_ 1797739835664891904
author Christoph Leo
Anders Fredriksson
Ellen Grumert
Astrid Linder
Astrid Linder
Martin Schachner
Fredrik Tidborg
Corina Klug
author_facet Christoph Leo
Anders Fredriksson
Ellen Grumert
Astrid Linder
Astrid Linder
Martin Schachner
Fredrik Tidborg
Corina Klug
author_sort Christoph Leo
collection DOAJ
description ObjectiveAn integrated assessment framework that enables holistic safety evaluations addressing vulnerable road users (VRU) is introduced and applied in the current study. The developed method enables consideration of both active and passive safety measures and distributions of real-world crash scenario parameters.MethodsThe likelihood of a specific virtual testing scenario occurring in real life has been derived from accident databases scaled to European level. Based on pre-crash simulations, it is determined how likely it is that scenarios could be avoided by a specific Autonomous Emergency Braking (AEB) system. For the unavoidable cases, probabilities for specific collision scenarios are determined, and the injury risk for these is determined, subsequently, from in-crash simulations with the VIVA+ Human Body Models combined with the created metamodel for an average male and female model. The integrated assessment framework was applied for the holistic assessment of car-related pedestrian protection using a generic car model to assess the safety benefits of a generic AEB system combined with current passive safety structures.ResultsIn total, 61,914 virtual testing scenarios have been derived from the different car-pedestrian cases based on real-world crash scenario parameters. Considering the occurrence probability of the virtual testing scenarios, by implementing an AEB, a total crash risk reduction of 81.70% was achieved based on pre-crash simulations. It was shown that 50 in-crash simulations per load case are sufficient to create a metamodel for injury prediction. For the in-crash simulations with the generic vehicle, it was also shown that the injury risk can be reduced by implementing an AEB, as compared to the baseline scenarios. Moreover, as seen in the unavoidable cases, the injury risk for the average male and female is the same for brain injuries and femoral shaft fractures. The average male has a higher risk of skull fractures and fractures of more than three ribs compared to the average female. The average female has a higher risk of proximal femoral fractures than the average male.ConclusionsA novel methodology was developed which allows for movement away from the exclusive use of standard-load case assessments, thus helping to bridge the gap between active and passive safety evaluations.
first_indexed 2024-03-12T14:03:51Z
format Article
id doaj.art-8398865bd01d4163a7f0d4b8f8caf8a5
institution Directory Open Access Journal
issn 2296-2565
language English
last_indexed 2024-03-12T14:03:51Z
publishDate 2023-08-01
publisher Frontiers Media S.A.
record_format Article
series Frontiers in Public Health
spelling doaj.art-8398865bd01d4163a7f0d4b8f8caf8a52023-08-21T17:14:51ZengFrontiers Media S.A.Frontiers in Public Health2296-25652023-08-011110.3389/fpubh.2023.11999491199949Holistic pedestrian safety assessment for average males and femalesChristoph Leo0Anders Fredriksson1Ellen Grumert2Astrid Linder3Astrid Linder4Martin Schachner5Fredrik Tidborg6Corina Klug7Vehicle Safety Institute, Graz University of Technology, Graz, AustriaVolvo Car Corporation, Torslanda HABVS-VAK, Gothenburg, SwedenSwedish National Road and Transport Research Institute, VTI, Gothenburg, SwedenSwedish National Road and Transport Research Institute, VTI, Gothenburg, SwedenMechanics and Maritime Science, Chalmers University, Gothenburg, SwedenVehicle Safety Institute, Graz University of Technology, Graz, AustriaVolvo Car Corporation, Torslanda HABVS-VAK, Gothenburg, SwedenVehicle Safety Institute, Graz University of Technology, Graz, AustriaObjectiveAn integrated assessment framework that enables holistic safety evaluations addressing vulnerable road users (VRU) is introduced and applied in the current study. The developed method enables consideration of both active and passive safety measures and distributions of real-world crash scenario parameters.MethodsThe likelihood of a specific virtual testing scenario occurring in real life has been derived from accident databases scaled to European level. Based on pre-crash simulations, it is determined how likely it is that scenarios could be avoided by a specific Autonomous Emergency Braking (AEB) system. For the unavoidable cases, probabilities for specific collision scenarios are determined, and the injury risk for these is determined, subsequently, from in-crash simulations with the VIVA+ Human Body Models combined with the created metamodel for an average male and female model. The integrated assessment framework was applied for the holistic assessment of car-related pedestrian protection using a generic car model to assess the safety benefits of a generic AEB system combined with current passive safety structures.ResultsIn total, 61,914 virtual testing scenarios have been derived from the different car-pedestrian cases based on real-world crash scenario parameters. Considering the occurrence probability of the virtual testing scenarios, by implementing an AEB, a total crash risk reduction of 81.70% was achieved based on pre-crash simulations. It was shown that 50 in-crash simulations per load case are sufficient to create a metamodel for injury prediction. For the in-crash simulations with the generic vehicle, it was also shown that the injury risk can be reduced by implementing an AEB, as compared to the baseline scenarios. Moreover, as seen in the unavoidable cases, the injury risk for the average male and female is the same for brain injuries and femoral shaft fractures. The average male has a higher risk of skull fractures and fractures of more than three ribs compared to the average female. The average female has a higher risk of proximal femoral fractures than the average male.ConclusionsA novel methodology was developed which allows for movement away from the exclusive use of standard-load case assessments, thus helping to bridge the gap between active and passive safety evaluations.https://www.frontiersin.org/articles/10.3389/fpubh.2023.1199949/fullactive safetyHBMholistic assessmentoverall injury assessmentpassive safetypedestrian
spellingShingle Christoph Leo
Anders Fredriksson
Ellen Grumert
Astrid Linder
Astrid Linder
Martin Schachner
Fredrik Tidborg
Corina Klug
Holistic pedestrian safety assessment for average males and females
Frontiers in Public Health
active safety
HBM
holistic assessment
overall injury assessment
passive safety
pedestrian
title Holistic pedestrian safety assessment for average males and females
title_full Holistic pedestrian safety assessment for average males and females
title_fullStr Holistic pedestrian safety assessment for average males and females
title_full_unstemmed Holistic pedestrian safety assessment for average males and females
title_short Holistic pedestrian safety assessment for average males and females
title_sort holistic pedestrian safety assessment for average males and females
topic active safety
HBM
holistic assessment
overall injury assessment
passive safety
pedestrian
url https://www.frontiersin.org/articles/10.3389/fpubh.2023.1199949/full
work_keys_str_mv AT christophleo holisticpedestriansafetyassessmentforaveragemalesandfemales
AT andersfredriksson holisticpedestriansafetyassessmentforaveragemalesandfemales
AT ellengrumert holisticpedestriansafetyassessmentforaveragemalesandfemales
AT astridlinder holisticpedestriansafetyassessmentforaveragemalesandfemales
AT astridlinder holisticpedestriansafetyassessmentforaveragemalesandfemales
AT martinschachner holisticpedestriansafetyassessmentforaveragemalesandfemales
AT fredriktidborg holisticpedestriansafetyassessmentforaveragemalesandfemales
AT corinaklug holisticpedestriansafetyassessmentforaveragemalesandfemales