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Development of Crash Modification Factors and Benefit-cost Analysis of Lane Departure Crash Countermeasures

Development of Crash Modification Factors and Benefit-cost Analysis of Lane Departure Crash Countermeasures PDF Author: Irfan Uddin Ahmed
Publisher:
ISBN: 9780438384477
Category : Roads
Languages : en
Pages : 103

Book Description
The World Health Organization (WHO) reports road traffic injuries are one of the leading causes of death worldwide with 1.2 million people dying in traffic crashes annually. Total losses in monetary value amounted to $836 billion in the US in 2010. According to the Federal Highway Administration (FHWA), the comprehensive cost of a single fatal crash is estimated to be $9.6 million (2016 dollars). There have been 37,461 fatalities in 2016 in the US, which was an increase of 5.5% from 2015. According to the Fatality Analysis of Reporting System (FARS), the traffic fatality rate for the US was 1.18 per 100 million vehicle miles traveled (MVMT) while Wyoming experienced 1.20 fatalities per 100 MVMT in 2016. The trend in recent crash rates reveals that Wyoming has always been facing higher fatality rates than the national average. Challenging roadway geometry, long driving distances, and adverse weather conditions could contribute to higher average crash rates in Wyoming. Research shows that a significant number of fatal and serious injury crashes result from lane departure crashes. Lane departure crashes include angle, head-on, sideswipe, and run-off-road crashes. Factors such as driver fatigue and drowsiness, distracted driving, poor road surface condition, adverse weather, challenging roadway geometry preventing easy passing maneuvers may result in increased lane departure crashes. Some of these contributing factors could be mitigated by providing countermeasures, such as centerline rumble strips, by adding passing lanes on a two-lane roadway, and by dividing the roadway into four-lane highways. This study analyzes and compares the safety effectiveness of these three countermeasures on a two-lane two-way highway in Wyoming. The roadway selected for this study is US 287 between Laramie and the Wyoming-Colorado Stateline. Statistical analyses and benefit-cost analyses were carried out to evaluate the safety effectiveness of the aforementioned countermeasures. Six years of crash data (2003-2008) were used to develop the Safety Performance Functions (SPFs) utilizing negative binomial and zero-inflated negative binomial (ZINB) regression models. A segmented dataset consisting of variable segment lengths was prepared using homogeneous roadway geometry and traffic volume data. SPFs were developed for total crashes, property damage only (PDO) crashes, fatal and injury (F+I) crashes as well as lane departure crashes. Numerous explanatory variables related to roadway geometry and traffic volume were considered in the modeling process. It was found that LOG(VMT), vertical grade, and presence of rumble strips were the significant variables in predicting crash frequency. AIC was used as the model selection criterion to find the best fit model. Observational before-after with Empirical Bayes (EB) method was utilized to develop Crash Modification Factors (CMF) to analyze the safety effectiveness of lane departure crash countermeasure. The results show that with the implementation of conversion to four-lane divided highway, there is an expected crash reduction of 52%, 55%, 86%, and 77% associated with total crashes, F+I crashes, PDO crashes, and lane departure crashes, respectively. Furthermore, the CMFs for centerline rumble strips indicate expected crash reduction of 69%, 52%, 89%, and 80% for total crashes, F+I crashes, PDO crashes, and lane departure crashes, respectively. The CMFs obtained for passing lanes show that an expected total crash reduction of 32%, F+I crash reduction of 20% and 25% crash reduction in lane departure crashes. The overall results from this analysis show that the highest percentage of crash reduction can be expected from the implementation of centerline rumble strips. All the CMFs indicated that all countermeasures are effective in reducing the frequency and severity of crashes. Finally, a benefit-cost analysis (BCA) was carried out using comprehensive crash costs calculated by following the Highway Safety Manual and the Wyoming Department of Transportation methods. The BCA provided the opportunity to determine which countermeasure provided the best return (benefits) on investment (project costs). It was found that the return on investment is the highest for the implementation of centerline rumble strips followed by addition of passing lanes. Conversion to four-lane divided highway resulted in the lowest benefit to cost ratio. One of the reasons for this could be the higher project costs of adding lanes and dividing the roadway than the other countermeasures investigated in this study. The safety analyses and the benefit-cost analyses carried out in this study show that the implementation of centerline rumble strips provides very high CMFs and benefit to cost ratio which may seem impractical. There could be a number of reasons for the overestimation of the CMFs and the benefits of centerline rumble strips.

Development of Crash Modification Factors and Benefit-cost Analysis of Lane Departure Crash Countermeasures

Development of Crash Modification Factors and Benefit-cost Analysis of Lane Departure Crash Countermeasures PDF Author: Irfan Uddin Ahmed
Publisher:
ISBN: 9780438384477
Category : Roads
Languages : en
Pages : 103

Book Description
The World Health Organization (WHO) reports road traffic injuries are one of the leading causes of death worldwide with 1.2 million people dying in traffic crashes annually. Total losses in monetary value amounted to $836 billion in the US in 2010. According to the Federal Highway Administration (FHWA), the comprehensive cost of a single fatal crash is estimated to be $9.6 million (2016 dollars). There have been 37,461 fatalities in 2016 in the US, which was an increase of 5.5% from 2015. According to the Fatality Analysis of Reporting System (FARS), the traffic fatality rate for the US was 1.18 per 100 million vehicle miles traveled (MVMT) while Wyoming experienced 1.20 fatalities per 100 MVMT in 2016. The trend in recent crash rates reveals that Wyoming has always been facing higher fatality rates than the national average. Challenging roadway geometry, long driving distances, and adverse weather conditions could contribute to higher average crash rates in Wyoming. Research shows that a significant number of fatal and serious injury crashes result from lane departure crashes. Lane departure crashes include angle, head-on, sideswipe, and run-off-road crashes. Factors such as driver fatigue and drowsiness, distracted driving, poor road surface condition, adverse weather, challenging roadway geometry preventing easy passing maneuvers may result in increased lane departure crashes. Some of these contributing factors could be mitigated by providing countermeasures, such as centerline rumble strips, by adding passing lanes on a two-lane roadway, and by dividing the roadway into four-lane highways. This study analyzes and compares the safety effectiveness of these three countermeasures on a two-lane two-way highway in Wyoming. The roadway selected for this study is US 287 between Laramie and the Wyoming-Colorado Stateline. Statistical analyses and benefit-cost analyses were carried out to evaluate the safety effectiveness of the aforementioned countermeasures. Six years of crash data (2003-2008) were used to develop the Safety Performance Functions (SPFs) utilizing negative binomial and zero-inflated negative binomial (ZINB) regression models. A segmented dataset consisting of variable segment lengths was prepared using homogeneous roadway geometry and traffic volume data. SPFs were developed for total crashes, property damage only (PDO) crashes, fatal and injury (F+I) crashes as well as lane departure crashes. Numerous explanatory variables related to roadway geometry and traffic volume were considered in the modeling process. It was found that LOG(VMT), vertical grade, and presence of rumble strips were the significant variables in predicting crash frequency. AIC was used as the model selection criterion to find the best fit model. Observational before-after with Empirical Bayes (EB) method was utilized to develop Crash Modification Factors (CMF) to analyze the safety effectiveness of lane departure crash countermeasure. The results show that with the implementation of conversion to four-lane divided highway, there is an expected crash reduction of 52%, 55%, 86%, and 77% associated with total crashes, F+I crashes, PDO crashes, and lane departure crashes, respectively. Furthermore, the CMFs for centerline rumble strips indicate expected crash reduction of 69%, 52%, 89%, and 80% for total crashes, F+I crashes, PDO crashes, and lane departure crashes, respectively. The CMFs obtained for passing lanes show that an expected total crash reduction of 32%, F+I crash reduction of 20% and 25% crash reduction in lane departure crashes. The overall results from this analysis show that the highest percentage of crash reduction can be expected from the implementation of centerline rumble strips. All the CMFs indicated that all countermeasures are effective in reducing the frequency and severity of crashes. Finally, a benefit-cost analysis (BCA) was carried out using comprehensive crash costs calculated by following the Highway Safety Manual and the Wyoming Department of Transportation methods. The BCA provided the opportunity to determine which countermeasure provided the best return (benefits) on investment (project costs). It was found that the return on investment is the highest for the implementation of centerline rumble strips followed by addition of passing lanes. Conversion to four-lane divided highway resulted in the lowest benefit to cost ratio. One of the reasons for this could be the higher project costs of adding lanes and dividing the roadway than the other countermeasures investigated in this study. The safety analyses and the benefit-cost analyses carried out in this study show that the implementation of centerline rumble strips provides very high CMFs and benefit to cost ratio which may seem impractical. There could be a number of reasons for the overestimation of the CMFs and the benefits of centerline rumble strips.

Estimating Crash Modification Factors for Lane-departure Countermeasures in Kansas

Estimating Crash Modification Factors for Lane-departure Countermeasures in Kansas PDF Author: Uditha Nandun Galgamuwa
Publisher:
ISBN:
Category :
Languages : en
Pages :

Book Description
Lane-departure crashes are the most predominant crash type in Kansas which causes very high number of motor vehicle fatalities. Therefore, the Kansas Department of Transportation (KDOT) has implemented several different types of countermeasures to reduce the number of motor vehicle fatalities associated with lane-departure crashes. This research was conducted to estimate the safety effectiveness of commonly used lane-departure countermeasures in Kansas on all crashes and lane-departure crashes using Crash Modification Factors (CMFs). Paved shoulders, rumble strips, safety edge treatments and median cable barriers were identified as the commonly used lane-departure countermeasures on both tangent and curved road segments while chevrons and post-mounted delineators were identified as the most commonly used lane-departure countermeasures on curved road segments. This research proposes a state-of-art method of estimating CMFs using cross-sectional data for chevrons and post-mounted delineators. Furthermore, another state-of-art method is proposed in this research to estimate CMFs for safety edge treatments using before-and-after data. Considering the difficulties of finding the exact date of implementation of each countermeasure, both cross-sectional and before-and-after studies were employed to estimate the CMFs. Cross-sectional and case-control methods, which are the two major methods in cross-sectional studies were employed to estimate CMFs for paved shoulders, rumble strips, and median cable barriers. The conventional cross-sectional and case-control methods were modified when estimating CMFs for chevrons and post-mounted delineators by incorporating environmental and human behaviors in addition to geometric and traffic-related explanatory variables. The proposed method is novel and has not been used in the previous cross-sectional models available in the literature. Generalized linear regression models assuming negative binomial error structure were used to develop models for cross-sectional method to estimate CMFs while logistic regression models were used to estimate CMFs using case-control method. Results showed that incorporating environmental and human-related variables into cross-sectional models provide better model fit than in conventional cross-sectional models. To validate the developed models for cross-sectional method, mean of the residuals and the Root Mean Square Error (RMSE) were used. For the case-control method, Receiver Operational Characteristic (ROC) was used to evaluate the predictive power of models for a binary outcome using classification tables. However, it was seen that the case-control method is not suitable for estimating CMFs for all crashes since the range of the crash frequency is wide in each road segment. A regression-based method of estimating CMFs using before-and-after data was proposed to estimate CMFs for safety edge treatments. This method allows researchers to identify the safety effectiveness of an individual CMFs on road segments where multiple treatments have been applied at the same time. Since this method uses road geometric and traffic-related characteristics in addition to countermeasure information as the explanatory variables, the model itself would be the Safety Performance Function (SPF). Therefore, developing new SPF is not necessary. Finally, the CMFs were estimated using before-and-after Empirical Bayes method to validate the results from the regression-based method. The results of this study can be used as a decision-making tool when implementing lane-departure countermeasures on similar roadways in Kansas. Even though there are readily available CMFs from the national level studies, having more localized CMFs will be beneficial due to differences in traffic-related and geometric characteristics on different roadways.

Comparison of Safety and Operational Performances for Three Engineering Countermeasures

Comparison of Safety and Operational Performances for Three Engineering Countermeasures PDF Author: Ali Hamzah Hussein Alzuhairi
Publisher:
ISBN:
Category : Roads
Languages : en
Pages : 91

Book Description
While there have been many studies on engineering treatments for reducing traffic crashes or for improving intersection efficiency, few studies have been simultaneously taking both impacts into consideration. This thesis analyzed impacts of engineering countermeasures and determines when these countermeasures are cost effective with respect to the amount of traffic and the number of crashes. Both crash reduction and operational costs were compared for analysis. This study specifically investigated three countermeasures: changing from permitted to protected for a left-turn on minor approaches, leading pedestrian interval (LPI), and exclusive pedestrian phase (Barnes Dance). The general Safety Performance Functions (SPFs) from the Highway Safety Manual (HSM) were used to calculate the average number of crashes for all crash types; these values were set as the base. Crash Modification Factors (CMFs) available in Crash Modification Factor Clearinghouse for these countermeasures were used to calculate the number of crashes reduced. Meantime, traffic operational performances were evaluated through VISSIM microscopic traffic simulation. Both crash reduction and additional delay were compared with varying traffic conditions. There were trade-offs between safety and operational performances. In order to determine cost effective conditions, cost-benefit analyses at different traffic conditions were performed. This thesis provides a general guideline for decision makers to determine if the treatment options are cost-effective in both aspects.

Accident Modification Factors for Traffic Engineering and ITS Improvements

Accident Modification Factors for Traffic Engineering and ITS Improvements PDF Author: David L. Harkey
Publisher: Transportation Research Board
ISBN: 0309117380
Category : Transportation
Languages : en
Pages : 85

Book Description
TRB¿s National Cooperative Highway Research Program (NCHRP) Report 617: Accident Modification Factors for Traffic Engineering and ITS Improvements explores the development of accident modification factors (AMFs) for traffic engineering and intelligent transportation system improvements. AMFs, also known as crash reduction factors, are designed to provide a simple and quick way of estimating the safety impacts of various types of engineering improvements, encompassing the areas of signing, alignment, channelization, and other traffic engineering solutions.

Life-cycle Benefit-cost Analysis of Safety Related Improvements on Roadways

Life-cycle Benefit-cost Analysis of Safety Related Improvements on Roadways PDF Author: Jordan Browne Frustaci
Publisher:
ISBN:
Category : Electronic dissertations
Languages : en
Pages : 129

Book Description
The Highway Safety Manual (HSM) lists four different methods for determining the change in crash frequency in order of reliability. Currently, the Utah Department of Transportation (UDOT) uses the fourth reliable method. The goal of this research was to develop a tool that the most reliable method mentioned in the HSM could be used to perform life-cycle benefit-cost analyses. A spreadsheet program was built that performs the HSM’s Part C Predictive Method for 11 different roadway segment types mentioned in HSM using Excel macros and Visual Basic for Applications (VBA) programming. Intersections were not included in this spreadsheet program as they were not included in the Utah Crash Prediction Model (UCPM) or the Utah Crash Severity Model (UCSM) at the time of this research. The methodology for analysis was set up to become part of the use of the models in selecting countermeasures. The concept and spreadsheet layout are discussed using the rural two-lane two-way (TLTW) highway spreadsheet as an example. Three examples are presented in this thesis, which are a case of rural TLTW highway, a case of five-lane urban arterial with a two-way left-turn lane (TWLTL), and a case of a freeway segment, each with two selected countermeasures to compare their benefit-cost ratios (BCRs). One important aspect associated with life-cycle benefit-cost analysis of safety related improvements is the cost of countermeasures. The spreadsheets developed in this research can predict the benefits associated with a countermeasure following the methods found in the HSM; however, it does not include a module to estimate costs associated with a countermeasure to be selected because costs of countermeasures are dependent on the way such improvements are included in construction contracts. The engineer should seek guidance from the cost estimate expert within the agency or outside consultants when determining the project costs.

Crash Modification Factors in Practice

Crash Modification Factors in Practice PDF Author:
Publisher:
ISBN:
Category : Express highways
Languages : en
Pages : 27

Book Description


Roadside Design Guide

Roadside Design Guide PDF Author: American Association of State Highway and Transportation Officials. Task Force for Roadside Safety
Publisher:
ISBN:
Category : Roads
Languages : en
Pages : 560

Book Description


The Development of Crash Modification Factors

The Development of Crash Modification Factors PDF Author: Eric Donnell
Publisher:
ISBN:
Category : Roads
Languages : en
Pages : 114

Book Description
The transportation-engineering community is transforming by integrating quantitative methods into the task development process. This report identifies opportunities to better understand the relationships between road safety and factors that affect traffic-crash occurrence and severity. In this report, current statistical-analysis methods and data sources used in road-safety research are compared with alternative methods and data sources. Causal inference methods are compared to observational before–after methods to develop safety-effect estimates of centerline and edgeline rumble strips. Regression trees and Random ForestsTM are compared to count regression methods to predict crash frequencies on freeways. Road-safety performance estimates using the Crash Outcomes Data Evaluation System are also discussed, with a focus on opportunities to link hospital and crash data to understand the relationship between crashes and site-specific contributing factors. Methods to account for underreporting in crash-frequency models are also described.

Assessment of Techniques for Cost-effectiveness of Highway Accident Countermeasures

Assessment of Techniques for Cost-effectiveness of Highway Accident Countermeasures PDF Author: United States. Federal Highway Administration. Environmental Design and Control Division
Publisher:
ISBN:
Category : Traffic safety
Languages : en
Pages : 356

Book Description
Improved cost-effectiveness techniques are developed for evaluating highway safety programs. These improved techniques include: better methods of determining accident costs; statistical procedures for calculating accident costs; consistent system for evaluating accident cost and countermeasure effectiveness; and improved incremental benefit-cost algorithm for ranking safety projects. In addition to developing improved cost-effectiveness techniques the report reviews selected accident countermeasure studies and provides a critique of current procedures for evaluating safety programs. Three techniques are recommended for use in allocating safety funds: incremental benefit-cost, with improved algorithm; dynamic programming; and integer programming.

Assessment of Techniques for Cost-effectiveness of Highway Accident Countermeasures

Assessment of Techniques for Cost-effectiveness of Highway Accident Countermeasures PDF Author: William F. McFarland
Publisher:
ISBN:
Category : Traffic safety
Languages : en
Pages : 356

Book Description