„… estimation . . . . . . . . . . . . . . . . . . . . 202.5 Crash severity estimation …” „… on the three major topics namely, crash validation,the geometry-estimation, and the crash severity …” „… improve occupant safety by validation of pre-crash information and crash severity plus restraint …”

„… geometry-estimationalgorithm.• Extension of the crash severity and restraint strategy prediction methodologyin the first phase …” „… crash scenario. Theidea is to predict the crash severity and restraint strategy based on the …” „… models investigated inChapter 5 it is possible to predict the crash severity and required restraint …”

„… elements is desired by thepre-crash algorithms.2.5 Crash severity estimationThe prediction of an upcoming …” „… crash.Present studies in the field of crash severity estimation can be broadly classifiedinto two categories …” „… crashes.Both the groups of studies associated with the topic of crash severity estima-tion, discussed in …”

„… estimation, inevitability model, crash severity and restraintstrategy prediction, etc. included in a …” „… happens is now possible. The severity ofan upcoming inevitable crash can be predicted based on the …” „… then passed on to the inevitabil-ity model and crash parameter estimation, which anticipates the motion …”

„… severity estimation in frontal crash scenarios,’ IOPConference Series: Materials Science and Engineering …” „… ] M. Surve, ‘Crash-severity prediction under different head-on collision crashscenarios,’ Master …” „… of pas-sive safety actuators by forward-looking crash parameter estimation,’ incrash.tech 2018 …”

„… Chapter 5Crash Severity and RestraintStrategy PredictionAbstractCrash severity and restraint …” „… background knowledge tofamiliarize the readers with the topic of crash severity. Data being the basis of …” „… crash severity andrestraint strategy is explained with the different building blocks of this …”

„… parameter estimation and further reducethe variation and uncertainties in the crash parameters to the …” „… is taken. The fewer fluctuations help in a betterand faster judgment of the crash severity. Hence …” „… timefor the sensor is about 8.2 milliseconds in the case of crashes with a severity sim-ilar to the crash …”

„… Crash Severity Using Deep Neural Networks: AComparative Study. In: 2020 International Conference on …” „… : Motion Planning for Collision Mitigationvia FEM–Based Crash Severity Maps. In: 2019 IEEE Intelligent …” „… . https://www.nhtsa.gov/crash-simulation-vehicle-models. Version: 2013Champion 2012Champion, Howard R.: Injury Severity Score. Version: 2012 …”

„… – Physikalische ModellbildungKeywords: Vehicle Safety – Integrated Safety Systems – Crash Severity Estimation …” „… occurs. This requires robustestimation methods of the expected crash severity, as otherwise false …” „… universalapproximation of the crash severity and an airbag decision is achievable using these models,where their weak …”

„… Evaluation of the performance of an AEB system considering the reduction of injury severity in …” „… car-to-pedestrian crashes. An Automated Emergency Braking for pedestrian (AEB-P) is a safety system that intervenes …” „… reduction of crashes. But in case the system fails to avoid the collision it can still lead to a mitigation …”

„… & Co. KG, MunichOccupant classification and crash severity detection enable individualized shoulder …” „… Potentiale durch Insassenklassifizierung und -zustandserkennungCamera-Based Gender Estimation of Vehicle …” „… performance of an AEB system considering the reduction of injury severity in not-avoided cases using the …”

„… Estimation of Gender and Age of Vehicle Occupants Using Deep Learning Patrick Laufer, IAV …” „… systems to maximize protection for all occupants. 2. Crash Safety Requirements The "Hybrid III 50% Male …” „… " crash test dummy represents the typical male average body (175 cm, 78 kg). Although there is also a "5 …”

„… the conflict probability and severity for pedestrian crossing scenario by combining the TTZ (Time to …” „… Zebra) with impacting speed.  Crash Potential Index (CPI) – is a scenario level metric and calculates …” „… .  Interaction with Ego.  Environmental conditions.  Risk estimation, if to be executed in real world or at a …”

„… accident’s sequence - Atypical damage patterns - Specific injuries - Overall crash severity - Other …” „… Outlier-Crash Detection at the BMW Accident Research Program Dr. Valentin Protschky, Olaf Jung …” „… umfassende Crash-Vorversuche ein. Über die bekannten Standards hin-aus beobachten, untersuchen und bewerten …”