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Side impacts, both nearside and farside, have been indicated by research to be responsible for a large proportion of serious injuries from road crashes. This study aimed to compare and contrast the characteristics of nearside and farside crashes in Australia, Germany and the U.S., using the ANCIS, GIDAS and NASS/CDS in-depth-databases, in order to establish the impact and injury severity associated with these crashes, and the types of injuries sustained. The analyses revealed some interesting similarities, as well as differences, between both nearside and farside crashes, and the emergent trends between the three investigated countries. More specifically, it was indicated that whilst the severity of injury sustained in nearside crashes was slightly greater overall than that found for farside crashes, careful consideration of struck and nonstruck side occupants must be made when considering aspects such as vehicle design and occupant protection.
Die Begutachtung der Fahreignung beinhaltet in Deutschland neben einer medizinischen Untersuchung und einer psychologischen Exploration gegebenenfalls auch die Anwendung anlassbezogener verhaltenswissenschaftlicher/psychologischer Testverfahren. Diese stellen keine isolierte Maßnahme dar, sondern sind Bestandteil eines Begutachtungsprozesses. Dabei stellt der sachgerechte Gebrauch von so genannten Grenzwerten unter Berücksichtigung der Einzelfallgerechtigkeit und der Einhaltung des Grundsatzes der Verhältnismäßigkeit eine unabdingbare Voraussetzung dar. Testwerte sind nicht absolut, sondern relativ und üben von daher einen eher geringen Einfluss auf das Gutachtenergebnis in Bezug auf eine Prognose des Verkehrsverhaltens aus. Im Bereich des Verkehrsverhaltens kommt es nicht entscheidend darauf an, ob eine im Milli- oder Nanobereich exakte Messgenauigkeit erreicht wird, sondern wie die verkehrsmedizinischen, verkehrspsychologischen, technischen und anderen Sachverständigen mit dem Messwert fachlich umgehen. So müssen im Bereich der Begutachtung der Fahreignung tätige psychologische und medizinische Sachverständige in der Lage sein, Befunde im Einzelfall fehler-, mangel- sowie widerspruchsfrei zu interpretieren. Dies beinhaltet auch, sich mit den Ergebnissen eines psychologischen Testverfahrens fach- und sachgerecht auseinanderzusetzen, nach Kompensationsmöglichkeiten zu suchen und gegebenenfalls eine psychologische Fahrverhaltensbeobachtung durchzuführen. Bei grenzwertigen Vorgaben handelt es sich nicht um "Cut-Offs", sondern um "kritische Grenzwerte", die im Zusammenhang mit mehreren anderen Faktoren zu werten sind.
Vorgestellt werden Vorgehensweise, Datenaufbereitung, Modellaufbau und Ergebnisse des BASt-Projekts "Numerische Simulation der Stickoxidminderung durch photokatalytische Oberflächen an Verkehrswegen". Die Vorteile des Konzepts liegen in der Berücksichtigung von Zeitreihen (Eingangsdaten, Ausbreitungsrechnung) und in der Tatsache, dass die Depositionsgeschwindigkeit als zeitlich variable Eingangsgröße bei der Modellierung berücksichtigt wurde. Die Ergebnisse liegen entsprechend als Zeitreihen vor (Jahres- oder Tagesgänge können untersucht werden). Es ergab sich eine Minderung der NO2-Belastung um maximal knapp 1.5% im Nahbereich der Lärmschutzwand. Wesentlicher Faktor bei der Wirksamkeit photokatalytischer Oberflächen ist die Interaktion zwischen Gesamtbelastung und Depositionsgeschwindigkeit im Tagesverlauf.
Verkehrspsychologische Nachschulungen stellen Maßnahmen zur Rehabilitierung von im Straßenverkehr auffälligen Kraftfahrerlnnen dar. Diese gesetzlich verankerten psychologischen lnterventionsprogramme werden mit hohem Aufwand konzipiert und sind bei der täglichen Durchführung mit beträchtlichen Kosten verbunden. Daraus ergibt sich die Notwendigkeit, die Effektivität der Nachschulungsmodelle durch eine wissenschaftliche Evaluation zu klären. Um die Effektivität der Nachschulungskurse der AAP (Austrian Applied Psychology) zu überprüfen wurde eine Fragebogenstudie mit Pre-Posttest-Designs durchgeführt. Die Ergebnisse der Alkoholkurse zeigen positive Auswirkungen hinsichtlich Einstellungsänderung, spezifischer Selbstwirksamkeitserwartung, interner Attributionen, Wissen und Gesamtbeurteilung.
Das einwohnerbezogene Risiko, im Laufe eines Jahres im Straßenverkehr zu sterben, steigt bei Kindern und Jugendlichen von 17 Getöteten je 1 Mio. Einwohner im Kindesalter über, 112 Getötete je 1 Mio. Einwohner im Alter von 15 bis 17 Jahren bis zu 207 Getötete je 1 Mio. Einwohner und Jahr im Alter zwischen 18 und 24 Jahren. Das ist ein Anstieg um das 12fache. Vor diesem Hintergrund wird im Programm für mehr Sicherheit im Straßenverkehr des BMVBW des Jahres 2001, (Seite 14) gefordert ...Verkehrserziehung in der Schule in allen Jahrgangsstufen durchführen... Die Ergebnisse der Studie "Verkehrserziehung in der Sekundarstufe" stellten die Grundlage dieses Kolloquiums dar. Rund hundert Experten aus dem Bereich Verkehrserziehung nahmen an der Veranstaltung teil, darunter die für Verkehrserziehung zuständigen Referenten der Länder, Fachberater für Verkehrserziehung, Lehrer und Polizeibeamte und zahlreiche Vertreter wissenschaftlicher Institute, der Lehrerfortbildung und der Verbände, die sich mit der Verkehrs- und Mobilitätserziehung befassen. Horst Weishaupt präsentierte die Ergebnisse der von der Bundesanstalt für Straßenwesen in Auftrag gegebenen Studie zur Situation der Verkehrserziehung in der Sekundarstufe. Dabei stellte er unter anderem dar, dass die Verkehrserziehung im Denken vieler Lehrer und Lehrerinnen keine wesentliche Rolle spielt. Er verwies aber auch darauf, dass die Situation der Verkehrserziehung je nach Schulart, Jahrgangsstufe, Größe der Schule und Bevölkerungsdichte unterschiedlich ist. Horst Roselieb vom niedersächsischen Kultusministerium hinterfragte die KMK-Empfehlungen für Verkehrserziehung von 1994 vor dem Hintergrund der "Weishauptstudie". In seinem Vortrag "Vom Ringen der Schulen um Wirksamkeit" betrachtete Michael Felten die Ergebnisse der Studie aus der Sicht des Lehrers und vor dem Hintergrund der allgemeinen Diskussion um den Zustand der Schule von heute. Er plädierte dafür, die Schüler stärker zu fordern und über den sich einstellenden Lernerfolg die Freude an der Leistung und am Lernen zu erhöhen. In Workshops wurden die Ergebnisse der Studie diskutiert. In Workshop I: "Verkehrs- und Mobilitätserziehung in der Sekundarstufe: Chancen, Ziele, Grenzen" forderten die Teilnehmer - den Stellenwert der Verkehrs- und Mobilitätserziehung künftig zu erhöhen. - Die Empfehlungen für Verkehrserziehung der KMK auf Umsetzbarkeit und Akzeptanz in der Lehrerschaft zu überprüfen. - Klarheit hinsichtlich der wesentlichen Inhalte, Ziele und Methoden der Verkehrs-/Mobilitätserziehung zu schaffen. - Verkehrs- und Mobilitätserziehung in den Lehrplänen aller Bundesländer zu verankern. - Inhalte der Verkehrs-/Mobilitätserziehung überprüfbar zu machen. - Verkehrserziehung in die Lehrerausbildung zu integrieren. - Die Lehrerfortbildung zu verstärken. - Verkehrserziehung als kontinuierliche Aufgabe zu verstehen, die alle Altersgruppen einschließt. Die Teilnehmer am Workshop II "Unterrichtsangebote für Verkehrs- und Mobilitätserziehung durch Verbände und Verlage" kamen unter anderem zu folgenden Ergebnissen: - Angebote für Verkehrs- und Mobilitätserziehung sollten folgende Kriterien erfüllen: -- schneller und wiederholbarer Einsatz, -- geringer Organisationsaufwand, -- kurze Vorbereitungszeit, - Angebote sollten moderne Anspracheformen beinhalten: -- Gruppenerfahrung fördern, -- aktive Mitarbeit beinhalten, -- praktische Erfahrungen einbeziehen, - In der Aus-, Fort- und Weiterbildung der Lehrer muss Verkehrs- und Mobilitätserziehung inhaltlich und methodisch einbezogen werden. Im Workshop III "Wissenschaftliche Studien an Schulen" wurde unter anderem gefordert bei der Durchführung bundesweiter Studien - die Genehmigungsverfahren anzugleichen, -und gegebenenfalls Standards für den Datenschutz zu schaffen. Insgesamt fand das Kolloquium bei den Teilnehmern eine sehr positive Resonanz. Auf der Basis der erarbeiteten Anregungen zur Verbesserung der Verkehrserziehung an weiterführenden Schulen, sollen jetzt in einer Arbeitsgruppe der Bundesanstalt für Straßenwesen, in der alle für Verkehrserziehung zuständigen Referenten der Länder vertreten sind, umsetzbare Lösungsvorschläge erarbeitet werden.
This paper reviews briefly the evolution of the investigation of transport accidents from the early beginnings when individual events were studied but systematic data was not collected. In the transport modes other than on the roads, accident investigation early on, even of single events, was important in introducing safety improvements. Road accidents, however, evolved enormously with the growth of car ownership without any comparable political response to the consequent deaths and injuries, equivalent to what happened with the other modes. From the 1950s data bases started to contribute to our knowledge of the epidemiology of road traffic injuries, and in-depth sample studies have contributed much to the body of knowledge in the last 30 years. However, even the basic input and output variables of a crash, its severity and the seriousness of the outcomes in terms of injuries and their consequences are not complete or agreed upon. Issues of experimental design and sampling are discussed. It is proposed that the most important area for current research to address is the effect of population variations on injury outcomes. The need for the establishment of good data bases for active safety issues is emphasised with the consequent need for better links between the research community and the police.
Brücken in ungünstiger geographischer/geomorphologischer Lage " z.B. über Gewässer, in Einschnitten, Schattenlagen und Niederungsbereichen " neigen konstruktionsbedingt gegenüber den angrenzenden bodengebundenen Fahrbahnen zur vorzeitigen Glättebildung, die eine besondere Gefährdung der Verkehrsteilnehmer - vor allem im Spätherbst und im zeitigen Frühjahr - darstellt. Die Erneuerung der Straßenbrücke B 208 / Elbe-Lübeck-Kanal in der Ortslage Berkenthin im Kreis Herzogtum Lauenburg bot auf Grund ihrer besonderen kleinklimatischen Situation die Möglichkeit, im Rahmen eines Pilotprojektes - aufbauend auf den Ergebnissen des Forschungsprojektes 15.401 "Vermeidung von Glatteisbildung auf Brücken" der BASt " die Fahrbahntafel mittels oberflächennaher geothermischer Energie zu temperieren. Die bei Planung, Bau sowie in der nunmehr anlaufenden Nutzungsphase gewonnenen Erkenntnisse sollen den Straßenbaulastträgern Hinweise und Entscheidungshilfen geben, die Verkehrssicherheit wie auch die Nachhaltigkeit bei glättegefährdeten Brücken und Straßenabschnitten durch den Einsatz alternativer Energien zu erhöhen und gleichzeitig den Aufwand für den präventiven Winterdienst zu reduzieren. Der hierfür erforderliche Kapitaleinsatz ist eher in volkswirtschaftlicher Hinsicht und erst in zweiter Linie betriebswirtschaftlich zu bewerten.
The declining trend since 1991 in the number of killed people was broken in 2011 when overall 4 009 people died in traffic accidents in Germany. The question arises if there is a stagnating trend of fatalities in Germany in future? By breaking down the accidents with casualties towards a monthly view one can see a decreasing trend of fatalities in the warmer months especially since 2009. When comparing against winter months higher deviations are observed. In December 2011 an increase of 191 traffic deaths were registered (181 in 2010 compared to 372 in 2011). Further analyses of different accident influences were evaluated and their possibility of drastic change from one year to the other was determined. As seen weather- and environmental conditions are one of the major contributing factors and are one of the causes for the increased number of fatalities. To support the underlying assumption a model had been created to calculate the number of traffic deaths on a daily basis approach. As an input, road conditions projected through weather parameters and also different driving behaviors on weekdays or holidays were used. As a result, estimates of daily fatality with up to 75% precision can be achieved out of the 2009, 2010 and 2011 data. Further on it shows that weather and street conditions have a high influence on the overall resulting number of traffic accidents with casualties, and especially to the number of fatalities. Hence it is estimated that approximately 3 300 people were killed in traffic accidents in Germany in 2013 which would be again a reduction of another 13% compared to 2012. Therefore an answer to the question will be that the decreasing trend in traffic fatalities in Germany somehow is not broken when environmental conditions are included in national statistics. Their effects will become more visible in future accident statistics and it is estimated variances of 5% to 8% of the annual number of traffic fatalities in Germany will be seen.
Nowadays airbags are part of the standard equipment in almost all new cars. While airbags are saving an increasing number of people from severe injuries and death in moderate and high speed crashes, they do not completely prevent dashboard injuries. The most common mechanism in dashboard injuries is a posteriorly directed force to the proximal tibia with the knee flexed. This may occur during a motor vehicle frontal impact accident when a knee of the driver or the front-seat passenger strikes the dashboard. The posterior force can be combined with a abducting or rotational force leading to concomitant lateral or posterolateral injury. Car and airbag manufacturers therefore develop special inflatable systems to reduce the impact force in dashboard injuries. Every new inflatable system, however, has to be evaluated in out of position situations in which the system might cause injuries to certain body areas. Therefore, we investigated a new kneebag system in different critical seating positions of post mortem test subjects (PMTS). The tested knee airbag module is a folded airbag (18 litre volume) which is installed below the lower section of the instrument panel of a passenger car. Using four PMTS (2 male, 2 female, age 36"67) the following positions were tested: normal seating position, knee flexed >90 degrees and knee flexed <60 degrees in static deployment tests with direct contact. In addition a dynamic test (48.8kph, AAMA-pulse) was carried out with the PMTS belted in a normal seating position. The inflation phase and the impact of the system on the knee/lower leg were analysed by high speed videos. After the test the lower legs of the PMTS were examined by Xray and autopsy. All soft tissue injuries and bone fractures were recorded. All the tests could be evaluated. Except some superficial skin lesions in the impact area no fracture of the bones around the knee and no knee ligament and tendon injuries were observed. Neither video analysis nor autopsy of the PMTS showed any critical contact injuries caused by the inflation process of the bag. Therefore, it can be concluded that in the tested seating positions which are the most critical for the knee area the knee bag system is safe.
Electronic Stability Program (ESP) aims to prevent the lateral instability of a vehicle. Linked to the braking and powertrain systems, it prevents the car from running wide on a corner or the rear from sliding out. It also helps the driver control his trajectory, without replacing him, in the case of loss of control where the driver is performing an emergency manoeuvrer (confused and exaggerated steering wheel actions). A new ESP function optimizes ESP action in curves with hard under steering (situations in which the front wheels lose grip and the vehicle slides towards the outside of the curve). A complementary feature prevents the wheels from spinning when pulling away and accelerating. The name given to the ESP system varies according to the vehicle manufacturer, but other terms include: active stability control (ASC), automotive stability management system (ASMS), dynamic stability control (DSC), vehicle dynamic control (VDC), vehicle stability control (VSC) or electronic stability Control (ESC). This paper proposes an evaluation of the effectiveness of ESP in terms of reduction of injur accidents in France. The method consists of 3 steps: - The identification, in the French National injury accident census (Gendarmerie Nationale only), of accident-involved cars for which the determination of whether or not the car was fitted with ESP is possible. A sample of 1 356 cars involved in injury accidents occurred in 2000, 2001, 2002 and 2003 was then selected. But we had to restrict the analysis to only 588 Renault Lagunas. - The identification of accident situations for which we can determine whether or not ESP is pertinent (for example ESP is pertinent for loss of control accidents whilst it is not for cars pulling out of a junction). - The calculation, via a logistic regression, of the relative risk of being involved in an ESPpertinent accident for ESP equipped cars versus unequipped cars, divided by the relative risk of being involved in a non ESP-pertinent accident for ESP equipped cars versus unequipped cars. This relative risk is assumed to be the best estimator of ESP effectiveness. The arguments for such a method, effectiveness indicator and implicit hypothesis are presented and discussed in the paper. Based on a few assumptions, ESP is proved to be highly effective. Currently, the relative risk of being involved in an ESP pertinent accident for ESP-equipped cars is lower (-44%, although not statistically significant)rnthan for other cars.rn
The Traffic Accident Research Institute at University of Technology Dresden investigates about 1,000 accidents annually in the area around and in Dresden. These datasets have been summarized and evaluated in the GIDAS (German Accident In-Depth Study) project for 13 years. During the project it became apparent that the specific traffic situation of a covert exit of a passenger car and an intersecting two-wheeler involves a high risk potential. This critical situation develops in a large part due to the lack of visibility between the driver and the intersecting bike. In this paper the accident avoidance potential of front camera systems with lateral field of view, which allows the driver to have an indirect sight into the crossing street area will be presented.
The increase in light duty trucks (LDT) on the road in the US is a safety concern because of their aggressivity, or risk they present to occupants of cars, especially in side impacts. We use FARS data to look at fatality trends in frontal and side impacts between cars and LDT. FARS data is also used to determine risk, or fatalities per registered vehicle, imposed on car drivers from other vehicle types. We use NASS CDS data to investigate sources of serious injuries in vehicles with side impact. These sources of injury are categorized into three major groups: 1) contact without intrusion, 2) contact with intrusion, and 3) restraints. We find a greater fraction of intrusion related injuries in cars struck on their side by SUV or pick-up trucks than when they are struck by other cars.
In-depth accident investigation offers many advantages for the analysis and comprehension of crash mechanisms. IFSTTAR makes such investigations since 1992 without interruption. The corresponding database contains more than 1200 accident case studies. Currently, in-depth accident investigation is one of the best ways to determine the speed or cars involved in accidents. This paper first presents the methods used for accident investigation and for accident kinematic reconstruction. Then, in order to illustrate the interest and possible applications of such accident data, it shows some results from a recent study based on the IFSTTAR in-depth accident study programme (IDAS) and dealing with the link between travelling speed and accident risk.
Interdisciplinary accident research and research projects of AARU Audi Accident Research Unit
(2017)
AARU (Audi Accident Research Unit) is an interdisciplinary research project of the University Hospital Regensburg in cooperation with AUDI AG. Specific objective is to comprehend the respective accident scenario and retrieve generally applicable findings as to technical, medical and psychological processes. In order to prevent traffic accidents and to alleviate vehicle accident consequences, postulates of general traffic safety, human-machine interaction, technical design and function of new vehicles and occupant as well as third party protection shall be inferred from these findings. Specifically, each accident with new Audi, Lamborghini and Ducati vehicles involved is analyzed interdisciplinary, discussed in a case meeting and anonymously documented with more than 2,000 parameters. The database is continually used for solving safety relevant issues. Parallel to accident analysis, research projects are performed in the fields medicine, psychology and engineering in order to gain comprehensive insight and identify potential additional areas of activity of accident research.
Interaction of road environment, vehicle and human factors in the causation of pedestrian accidents
(2005)
The UK On-the-Spot project (OTS) completed over 1500 in-depth investigations of road accidents during 2000-2003 and is continuing for a further 3 years. Cases were sampled from two regions of England using rotating shifts to cover all days of the week and all hours of the day and night. Research teams were dispatched to accidents notified to police during the shifts; arrival time to the scene of the accident was generally less than 20 minutes. The methodology of OTS includes sophisticated systems for describing accident causation and the interaction of road, vehicle and human factors. The purpose of this paper is to describe and illustrate these systems by reference to pedestrian accidents. This type of analysis is intended to provide an insight into how and why pedestrian accidents occur in order to assist the development of effective road, vehicle and behavioural countermeasures.
A lot of factors are related to a road traffic accident; particularly human factors such as road use characteristic, driving maneuver characteristic and safety attitude are the major ones. As a random factor is also included, so it is necessary to minimize the contribution of a random factor to identify human factors related to a road traffic accident. There are several standpoints for traffic accident analysis, such as vehicle-based, location-based and driver-based. And it is effective to analyze driver-based traffic accident data for discussion on the relation between human factors and accidents. An integrated traffic accident database system was developed for analysis considering driver- accident and violation records by ITARD, and several studies were carried out for the evaluation. Useful data for discussion on the relation between types of collision and traffic violations, and the effect of accident experience to the following accident were obtained.
A national initiative from the vehicle manufacturers, safety system suppliers, the road administration and universities in Sweden took off in 2007. The aim was to develop a national investigation network and a methodology focusing on all phases of a crash (pre-crash, in-crash and post-crash) as well as all parts of the road transport system (road user, vehicle and road environment). The initiative is formally run as a project with the acronym INTACT (Investigation Network and Accident Collection Techniques). It was a three year pilot with the aim to develop methodologies for an extended national crash investigation activity. During the first year the INTACT partners agreed on the aim for the investigation and methods for retrieving the data were developed. During the second and third year the methodology was tested in real-world investigations and further refinement was made. The paper describes the methodology developed to obtain high qualitative in-depth road crash data.
Novice drivers are at high risk for crash involvement. We performed an analysis of causations, injury patterns and distributions of novice drivers in cars and on motorcycles in road traffic as a basis for proper measurements. Method Data of accident and hospital records of novice drivers (licence < 2 years) were analysed focusing the following parameters: injury type, localisation and mechanism, Abbreviated Injury Scale (AIS), maximum AIS (MAIS), delta-v, collision speed and other technical parameters and have been compared to those of experienced drivers. In 18352 accidents in the area of Hannover (years1985"2004), 2602 novice drivers and 18214 experienced drivers were recorded having an accident. Novice car drivers were more often and severe injured than experienced and on motorcycles the experienced riders were at higher risk. Novice drivers of both groups sustained more often extremity injuries. 4.5 % novice car drivers were not restraint compared to 3.7 % of the experienced drivers and 6.1 % novice motorcycle drivers did not wear a proper helmet (versus 6.5 %). Severe injuries sustained at a rate of 20 % at collision speeds below 30 km/h and in 80% at collision speeds above 50 km/h. Novice car drivers drove significant older cars. The risk profile of novice drivers is similar to those of drivers older than 65 years. Structural protection and special lectures like skidding courses could be proper remedial action next to harder punishment of violations.
Injury severity of e.g. pedestrians or bikers after crashes with cars that are reversing is almost unknown. However, crash victims of these injuries can frequently be seen in emergency departments and account for a large amount of patients every year. The objective of this study is to analyze injury severity of patients that were crashed into by reversing cars. The Hannover Medical School local accident research unit prospectively documented 43,000 road traffic accidents including 234 crashes involving reversing cars. Injury severity including the abbreviated injury scale (AIS) and the maximum abbreviated injury scale (MAIS) was analyzed as well as the location of the accident. As a result 234 accidents were included into this study. Pedestrians were injured in 141 crashes followed by 70 accidents involving bikers. The mean age of all crash victims was 57 -± 23 years. Most injuries took place on straight stretches (n = 81) as well as parking areas (n = 59), entries (n = 36) or crossroads (n = 24). The AIS of the lower extremities was highest followed by the upper extremities. The AIS of the neck was lowest. The mean MAIS was 1.3 -± 0.6. The paper concludes that the lower extremities show the highest risk to become injured during accidents with reversing cars. However, the risk of severe injuries is likely low.
Injury probability functions for pedestrians and bicyclists based on real-world accident data
(2017)
The paper is focusing on the modelling of injury severity probabilities, often called as Injury Risk Functions (IRF). These are mathematical functions describing the probability for a defined population and for possible explanatory factors (variables) to sustain a certain injury severity. Injury risk functions are becoming more and more important as basis for the assessment of automotive safety systems. They contribute to the understanding of injury mechanisms, (prospective) evaluation of safety systems and definition of protection criteria or are used within regulation and/or consumer ratings. In all cases, knowledge about the correlation between mechanical behavior and injury severity is needed. IRFs are often based on biomechanical data. This paper is focusing on the derivation of injury probability models from real world accident data of the GIDAS database (German In-depth Accident Study). In contrast to most academic terms there is no explicit term definition or definition of creation processes existing for injury probability models based on empirical data. Different approaches are existing for such kind of models in the field of accident research. There is a need for harmonization in terms of the used methods and data as well as the handling with the existing challenges. These are preparation of the dataset, model assumptions, censored/unknown data, evaluation of model accuracy, definition of dependent and independent variable, and others. In the presented study, several empirical, statistical and phenomenological approaches were analyzed regarding their advantages and disadvantages and also their applicability. Furthermore, the identification of appropriate prediction parameters for the injury severity of pedestrians has been considered. Due to its main effect on injuries of pedestrians and bicyclists, the importance of the secondary impact has also been analyzed. Finally, the model accuracy, evaluated by several criteria, is the rating factor that gives the quality and reliability for application of the resulting models. After the investigation and evaluation of statistical approaches one method was chosen and appropriate prediction variables were examined. Finally, all findings were summarized and injury risk functions for pedestrians in real world accidents were created. Additionally, the paper gives instructions for the interpretation and usage of such functions. The presented results include IRFs for several injury severity levels and age groups. The presented models are based on a high amount of real world accidents and describe very well the injury severity probability of pedestrians and bicyclists in frontal collisions with current vehicles. The functions can serve as basis for the evaluation of effectiveness of systems like Pedestrian-AEB or Bicycle-AEB.