ABSTRACT A COMPARATIVE EVALUATION OF CRASH DATA QUALITY IDENTIFICATION METHODS MAY 2008 ARIANNA M. MICKEE, B.S.C.E., UNIVERSITY OF MASSACHUSETTS AMHERST M.S.C.E, UNIVERSITY OF MASSACHUSETTS AMHERST Directed by: Professor Michael A. Knodler, Jr. Throughout the United States federal and state agencies use crash data in order to properly plan safety improvements within their areas. Unfortunately since 2000, transportation professionals have noticed a significant lack of reliable crash data in some states. These issues have a multitude of causes and therefore there are many solutions to these issues. In order to determine what courses of action need to be taken in order to address these issues, many state and federal government agencies have been conducting studies using various methods. This thesis compares three basic methods used to identify crash data quality issues facing transportation professionals. The three methods evaluated are surveys, audits and focus groups. These three methods are currently practiced by professionals to gain insight to crash data quality issues. Unfortunately, the methods are often used inappropriately and inefficiently to determine data quality issues. The purpose of this thesis is to describe what valuable information can be obtained by using these methods as well as what information cannot be obtained. The results of three projects were employed in the evaluation of these methods. These projects include the Massachusetts Highway Departments Crash Data Quality Project, the Commercial Motor Vehicle Crash Data Quality Project, and finally, the Police Outreach Survey. In the end, these projects help determine the usefulness of these methods in terms of their ability to identify data quality issues and efficient and cost effective solutions to address these issues.

Work zone crashes and fatalities have been decreasing since 1994. Yet, according to Fatality Analysis Reporting System, 667 people were killed in highway work zone crashes in 2009. As the United States’ infrastructure ages and new roads and highways are constructed less frequently, the need for repairs and alterations to the nation’s roadways is continually increasing. This growth ensures that work zones will be a vital piece of design focus in the near future. In order to continue the decreasing trend in work zone crashes, and reduce the still significant number of work zone fatalities, work zones need to continually be examined to identify opportunities for improved safety. This research explored the relationship between work zone related crashes and work zone design and setup. More specifically, existing literature and current standards, compiled with crash report form data in the UMass Safety Data Warehouse and field observations in Massachusetts were integrated to determine the causes and remedies for work zone related crashes. The research examined three critical areas: 1) causation of work zone related crashes in contrast to non-work zone related crashes along with variations of citations as a result of work zone crashes; 2) variations of the work zone definition and the impact on work zone involvement; and 3) analysis of conflict and event studies for small scale work zones to develop a methodology using surrogate measures to identify potential countermeasures leading to improved work zone safety. The results are expected to advance the current state of knowledge with regards to work zone design and setup, resulting in recommended actions for improved work zone analysis and design strategies.

The development of a numerical modelling approach for carbon bre reinforced plastic energy absorbing structures designed for crash events using Abaqus/CZone is described within this master thesis. Several crash tube series have been designed, manufactured, and tested with a rather unconventional cross-sectional geometry. The squared cross-sectional geometry consisted of "curved" at sections, and double flanges for adhering two halves together. The crash tube halves contain carbon bre epoxy UD laminates, and are manufactured using a hot-press machine. Adjustments for experimental tests were made in the geometry, laminate denition, and impact velocity. Numerical simulations were focused on geometry, laminate definition, impact velocity, flange geometry, material model, laminate thickness, and crush properties. The numerical model consisted of two parts, namely a 3D discrete rigid planar shell as impactor plate without material properties, and a 3D shell crash tube with an imported geometry from Dassault Systems CATIA V5. Material, and cohesive properties were assigned to the crash tube using the Abaqus Ply Fabric material model, and CZone. Mesh seed length was smaller than the critical mesh seed length. An initial clearance between the impactor and crash tube has been implemented within the assembly. Step size was set to 0.05 s, and dynamic explicit step type was selected. General contact was defined using default settings. A qualitative good agreement between numerical and experimental test results is achieved for V100, V500, V600, and V700 series with c.o.v. values for stroke length of 2.2%, 7.0%, 5.3%, and 4.1%,respectively. V500-V700 series are only tested once, whilst the V100 series has been tested five times. The V200 and V300 series with modified geometries achieved c.o.v. values within a complete different order of magnitude for stroke length, namely 14% for V200 series, and 15% for V300 series. Although only three specimens have been tested for the V200, and V300 series, it is not the main reason for this mismatch. The starting deceleration at the linear increasing segment is much lower than observed in experiments, and causes this major difference. Elevated impact velocities for the V1502, and V1503 series tend to have a positive influence on the numerical results, and ensure a higher initial starting deceleration at the linear increasing segment. Numerical results show that increased taper ratios result in decreased decelerations. A flange geometry study showed that implementing a double flange suppresses debonding, and increases the deceleration, as the geometrical stiffness is increased. Not having a flange results in lower decelerations, and larger stroke lengths, as the geometrical cross-section provides less stiffness. A bonded single flange will be debonded, independent of bonding properties, as even extremely high bonding properties have shown direct debonding under impact load. Stiffer laminates result in higher decelerations and shorter stroke lengths. This statement is tested in three different ways, namely by changing the laminate denitions, laminate thickness's, and the crush properties. Three different material models have been tested. Abaqus Ply Fabric has proven to be easiest in usage, and showing a qualitative good agreement with the experimental results. Abaqus Ply Fabric does over predict the stroke length, whereas Hashin, and Tsai-Wu achieve a more accurate stroke length prediction. However, it is safer to over predict the stroke length. No material model is capable of capturing the initial peek decelerations.

Red light running is one of the main contributing factors of crashes in urban areas in Florida and the United States. Nationwide, according to preliminary estimates by the Federal Highway Administration (FHWA) 2001, there were nearly 218,000 red-light running crashes at intersections. These crashes resulted in as many as 181,000 injuries and 880 fatalities, and an economic loss estimated at $14 billion per year nationwide, According to the Community Traffic Safety Team Florida Coalition (A statewide traffic safety group) there were 9,348 crashes involving red-light running in Florida and 127 fatalities in 1999. This research study focused on studying the red light running crashes and violations in the State of Florida. There were three primary objectives for this research. The first primary objective was to analyze the red light running crashes in Florida from 2002 to 2004. The data for this part was collected from the Crash Analysis Reporting System of the Florida Department of Transportation. These crashes are reported as "disregarded traffic signal" as far as the first contributing cause. The analysis focused on the influences of different factors on red light running crashes including the driver (age group, gender, and DUI history) and the environment (time of day, day of week, type of road, and weather). However, not all red light crashes are reported as "disregarded traffic signal". Therefore, representing red light running crashes only through "disregard traffic signal" noted reports would underestimate the extent of red light running effects at a given intersection. Therefore, the second objective was to review the long form crash reports to determine the actual number of crashes related to red light running. The analysis for a random sample of the crashes on the sate roads of Florida on the year 2004 showed that the percentage of crashes related to red light running reported on the database was found to be (3.13%), and the percentage of crashes related to red light running reported in the original crash repot filled by the police officer are much higher than reported(5.63%), which shows the importance of standardizing the format and coding process for the long form crashes conducted by the police officers to help accurately identify the real cause of the crash at the studied location. The third objective was to analyze the violations data given for five intersections and find if there is a correlation between the average rate of violations per hour and the frequency of red light running crashes. The analysis showed that utilizing the limited number of intersections used in the study, it appears that there is no correlation between the average violations per hour and the red light running crashes at the studied locations.

Roadway crashes related to vision obstruction due to fog/smoke (FS) conditions constitute a challenge for traffic engineers. Previous research efforts mostly concentrated on the snow and rain related crashes. Statistics show that Florida is among the top three states in terms of crashes due to vision obstruction by FS. This research culminated in a comprehensive study of fog and smoke related crashes in the state of Florida. The analysis took into account the crashes that occurred between 2003 and 2007 on Florida state roads. Spatial analysis and injury severity analysis have been conducted and significant results have been identified. The spatial analysis by GIS examines the locations of high trends of FS related crashes on state roads in the State of Florida. Statistical features of the GIS tool, which is used efficiently in traffic safety research, has been used to find the crash clusters for the particular types of crashes that occur due to vision obstruction by FS. Several segmentation processes have been used, and the best segmentation for this study was found to be dividing the state roads into 1 mile segments, keeping the roadway characteristics uniform. Taking into account the entire state road network, ten distinct clusters were found that can be clearly associated with these types of crashes. However, no clear pattern in terms of area was observed, as it was seen that the percentage of FS related crashes in rural and urban areas are close. The general characteristics of FS related crashes have been investigated in detail. For the comparison to clear visibility conditions, simple odds ratios (in terms of crash frequencies) have been introduced. The morning hours in the months of December to February are found to be the prevalent time for fog related crashes, while for the smoke related crashes the dangerous time was found to be morning to midday in the month of May. Compared to crashes under clear-visibility conditions, the fog crashes tend to result in more severe injuries and involve more vehicles. Head-on and rear-end crashes are the two most common crash types in terms of crash frequency and severe crashes. For the injury severity analysis, a random effect ordered logistic model was used. The model in brief illustrates that the head-on and rear-end crash types are the two most prevalent crash types in FS conditions. Moreover, these severe crashes mainly occurred at higher speeds. Also they mostly took place on undivided roads, roadways without any sidewalk and two-lane rural roads. Increase of average daily traffic decrease the severity of FS related crashes. Overall, this study provides the Florida Department of Transportation (FDOT) with specific information on where improvements could be made to have better safety conditions in terms of vision obstruction due to FS in the state roads of Florida. Also it suggests the times and seasons that the safety precautions must be taken or the FS warning systems to be installed, and the controlling roadway geometries that can be improved or modified to reduce injury severity of a crash due to FS related vision obstruction.

Historically, the rear seat has been considered safer compared to the front seat for all restrained occupants; however, studies have found that the front seat in newer vehicles might be safer for older adults than the rear seat. While adults make up only 19% of rear seat occupants in frontal crashes, they make up 48% of fatalities (Tatem and Gabler, 2019). The rate of rear-seat occupancy by adults is expected to increase due to the use of ride share services and the potential of autonomous vehicles. Minimal research has been done to assess rear-seat occupant protection for a mid-sized adult male. Submarining, in which the lap belt slips off of the pelvis and directly loads the abdomen, is of particular concern as a restraint-based injury mechanism of the abdomen. The objective of this study is to investigate submarining protection and abdominal injury risk for rear-seated mid-sized male occupants in frontal crashes and to assess the biofidelity of two anthropomorphic test devices (ATDs) with respect to submarining response when compared to post-mortem human surrogates (PMHS). Twenty-four frontal crash sled tests were conducted with the THOR-50M and Hybrid III 50th-percentile male ATDs in three crash conditions and seven modern vehicles. The vehicles included a minivan, an SUV, 3 compact SUVs, and 2 sedans from the US vehicle fleet (model years 2017-2018). Four vehicles had conventional restraints (ie. 3-point belt with retractor at the shoulder) in the rear seat and three vehicles had advanced restraints (ie. 3-point belts with a pretensioner and load limiter at the retractor). Two of the crash conditions were vehicle-specific pulses: NCAP85 (ΔV = 56 kph) and Scaled (ΔV = 32 kph). The final pulse was a Generic (ΔV = 32 kph) pulse, created by averaging all seven Scaled pulses. Matched PMHS tests were conducted on four of the vehicles in the NCAP85 condition. Two tests were conducted for each vehicle with 8 PMHS for a total of 8 sled tests. The occurrence of submarining was identified and assessed for severity by: symmetry of lap belt slip, degree of abdominal loading, and forward excursion of the pelvis. Pelvis and lap-belt kinematics were assessed for the matched NCAP85 tests to identify trends with respect to submarining. Damage to the abdomen, pelvis, and lumbar spine of the PMHS was identified during post-test autopsy. The Hybrid III did not submarine in any test, but the THOR submarined in 16/24 tests. Three PMHS underwent submarining in 2/4 vehicles, and the THOR submarined in 3/4 vehicles in the matched NCAP85 tests. Three PMHS did not undergo submarining but sustained pelvis fractures at lap belt loads of 7.4 kN and higher, and damage to the abdominal viscera occurred regardless of submarining occurrence. Pelvis and lap-belt kinematics revealed the complex nature of the interactions of the occupant and the restraints within each vehicle environment, but did not clearly differentiate between submarining and non-submarining tests. The Hybrid III was not able to predict submarining risk for the PMHS in the rear seat environment. While the THOR underwent submarining, it was not perfect in predicting submarining risk. Pelvis geometry, lap belt engagement, and other factors contributed to the differences in submarining between the two ATDs and the PMHS. Restraint type was not indicative of whether or not the THOR or PMHS would submarine. Many other factors in the rear seat environments of these vehicles likely contribute in combination to the effectiveness of submarining prevention and occupant protection in the rear seat. This study provides information regarding submarining and abdominal injury for three surrogate types, two crash severities, and seven modern, real-world vehicle environments. Ultimately, this study found substantive gaps in occupant protection in the rear seats of modern vehicles for mid-sized adult male occupants. Tatem, W. M., and Gabler, H. C. (2019). Differential fatality risk between rear and front seat passenger vehicle occupants in frontal crashes. In Proceedings of the 2019 International IRCOBI Conference on the Biomechanics of Injury (pp. 554–560). / Doctor of Philosophy / Historically, the rear seat has been considered safer than the front seat for restrained occupants in frontal crashes. However, with advances in safety systems for the front seat, studies have found that the front seat might be safer for older adult occupants. The objective of this study is to investigate submarining protection and abdominal injury risk for rear-seated mid-sized male occupants in frontal crashes. Submarining occurs when the lap belt slips off of the pelvis and directly loads the abdomen, potentially producing severe abdominal injuries. Twenty-four sled tests were conducted with the THOR-50M and Hybrid III 50th-percentile male anthropomorphic test devices (ATDs) in three crash conditions and seven modern vehicles. The vehicles selected included a minivan, SUVs, compact SUVs, and sedans from the US vehicle fleet. Three of the vehicles had advanced restraints in the rear seat and four had conventional restraints. The three crash conditions were a generic low speed test and a low and high-speed vehicle-specific crash pulse. Eight tests were conducted with eight different post-mortem human surrogates on a subset of four vehicles (2 with advanced restraints, 2 with conventional restraints) using the high-speed crash condition. The Hybrid III never submarined, but the THOR submarined in 16 out of 24 tests (5 out of 7 vehicles). Three out of eight PMHS submarined, in two of the four vehicles. Three heavier PMHS sustained pelvis fractures, and all but one PMHS had sustained damage to the abdominal viscera. Restraint type was not an indicator of submarining risk in the rear seat, suggesting that other seat and vehicle design variables contribute to submarining risk. Comparison of the responses of the ATDs with the PMHS suggests that the THOR is a more reasonable surrogate than the Hybrid III for submarining assessment in the rear seat. Inclusion of data from other body regions is necessary to make a definitive determination of the appropriate ATD for the assessment of occupant protection for a mid-sized male in the rear seat during frontal crashes. Overall, this study suggests that protection against submarining and injury to the pelvis and abdomen for mid-sized male passengers in the rear seat of modern vehicles in the US fleet could be improved.

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