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dc.contributor.advisorBhat, Chandra R. (Chandrasekhar R.), 1964-en
dc.creatorChu, Alice Ai-Ichien
dc.date.accessioned2016-04-06T17:05:00Z
dc.date.available2016-04-06T17:05:00Z
dc.date.issued2015-12en
dc.date.submittedDecember 2015
dc.identifierdoi:10.15781/T2D787en
dc.identifier.urihttp://hdl.handle.net/2152/34140en
dc.description.abstractThis thesis presents a comprehensive mixed logit model of crash types, where the crash type outcomes are defined by a combination of the nature of collision and the types of vehicles involved in the crash. While prior research in the highway safety field has largely studied and modeled crashes along specific dimensions and categories, this study attempts to model the influence of various explanatory factors on crash type probabilities in a comprehensive and holistic way. The model considers 20 different crash types (alternatives) simultaneously. Using the 2011-2013 General Estimates System (GES) crash database in the United States, this research effort presents a mixed logit model that characterizes the effects of weather and seasonal variables, temporal attributes, roadway characteristics, and driver factors on the probability of observing various crash types. The model reveals the competing influences of various factors on different crash outcomes and the presence of significant unobserved heterogeneity in the manner in which variables affect crash type probabilities. The model offers a framework for developing safety measures and devices that do not result in unintended consequences where a reduction in one crash type probability is met with an increase in another crash type probability.en
dc.format.mimetypeapplication/pdfen
dc.language.isoenen
dc.subjectCrash modelingen
dc.subjectCrash typesen
dc.subjectHighway safetyen
dc.subjectMixed logit modelen
dc.subjectUnobserved heterogeneityen
dc.titleA comprehensive mixed logit analysis of crash type conditional on a crash eventen
dc.typeThesisen
dc.date.updated2016-04-06T17:05:00Z
dc.contributor.committeeMemberZhang, Zhanminen
dc.description.departmentCivil, Architectural, and Environmental Engineeringen
thesis.degree.departmentCivil, Architectural, and Environmental Engineeringen
thesis.degree.disciplineCivil engineeringen
thesis.degree.grantorThe University of Texas at Austinen
thesis.degree.levelMastersen
thesis.degree.nameMaster of Science in Engineeringen
dc.creator.orcid0000-0001-5375-9529en


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