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Safety Evaluation Of 2+1 Roadway Design, Kenneth R. Agent, Jeff Jasper Jan 2024

Safety Evaluation Of 2+1 Roadway Design, Kenneth R. Agent, Jeff Jasper

Kentucky Transportation Center Research Report

An assessment and analysis of the safety of 2+1 roads introduced in 2013 and later.


Underground Blast Fragmentation Modeling For Use In The Mine-To-Mill Strategy, Lauren Shields Jan 2024

Underground Blast Fragmentation Modeling For Use In The Mine-To-Mill Strategy, Lauren Shields

Theses and Dissertations--Mining Engineering

More than 40 years ago, the mine-to-mill concept was introduced in the mining industry by establishing a relationship or link between processing and mining activities. To date, many successful case studies have documented the evident benefits of the mine-to-mill approach. In most cases, the basis of the mine-to-mill approach is to tailor the details of a blast design and its proper execution in order to satisfy specific mineral processing requirements downstream. Most of the available literature and case studies deal with surface mine operations. Due to the relative simplicity of surface mining, the relationship between the powder factor, defined as …


Navigating Success In Higher Education: Generative Ai, Financial Well-Being, And Parental Support, Tanya Gardner Jan 2024

Navigating Success In Higher Education: Generative Ai, Financial Well-Being, And Parental Support, Tanya Gardner

Theses and Dissertations--Public Policy and Administration

Postsecondary education is viewed as a sure path to economic mobility. This dissertation contains three essays which examine correlates of postsecondary value. Postsecondary students face a variety of stressors throughout their college career which may impact their ability to be successful. They must complete their coursework and pass their classes while balancing work, social, and familial obligations. Tools such as generative AI may help students achieve their goals even in the face of personal challenges such as low financial stability or the inability to afford the high costs of college. Together these essays add to the body of literature which …


How Black Undergraduate Students Experience Whiteness In Postsecondary Education, Karen Margaret Guettler-James Jan 2024

How Black Undergraduate Students Experience Whiteness In Postsecondary Education, Karen Margaret Guettler-James

Theses and Dissertations--Educational, School, and Counseling Psychology

Critical whiteness scholars have described whiteness as a system of oppression that privileges White identities above others and perpetuates White supremacy. On the college campus, institutional, social, and historical norms reinforce the educational status quo and work together to maintain a system of whiteness that marginalizes Black students. This study investigated perceptions of whiteness held by student participants who self-identify as Black undergraduate students. Through focus group interviews, participants were asked to share their lived experiences with whiteness on the college campus. With the words of the participants, I reveal how campus standards that align with White Eurocentric norms devalue …


Fowl Play And Lame Ducks: How A Three-Headed Circuit Split Confuses Century-Old Migratory Bird Protections, Omer Arain Jan 2024

Fowl Play And Lame Ducks: How A Three-Headed Circuit Split Confuses Century-Old Migratory Bird Protections, Omer Arain

Kentucky Journal of Equine, Agriculture, & Natural Resources Law

No abstract provided.


Predicting Motorcycle Crash Injury Severity In Utah: Utilizing Machine Learning Methods, Isaac Baah, Milan Zlatkovic, Mohamed M. Ahmed Jan 2024

Predicting Motorcycle Crash Injury Severity In Utah: Utilizing Machine Learning Methods, Isaac Baah, Milan Zlatkovic, Mohamed M. Ahmed

Kentucky Transportation Center Presentations

No abstract provided.


Accurate Knowledge Of Roadway Horizontal And Vertical Alignment Is Essential, Bekir Bartin, Mojibulrahman Jami, Kaan Ozbay Jan 2024

Accurate Knowledge Of Roadway Horizontal And Vertical Alignment Is Essential, Bekir Bartin, Mojibulrahman Jami, Kaan Ozbay

Kentucky Transportation Center Presentations

No abstract provided.


Project Final Report Watershed Center Of Excellence, Kentucky Water Resources Research Institute Jan 2024

Project Final Report Watershed Center Of Excellence, Kentucky Water Resources Research Institute

KWRRI Research Reports

With the goal of providing a structured foundational background for watershed management to Kentucky’s watershed coordinators and other water quality professionals, the Kentucky Water Resources Research Institute developed the Kentucky Watershed Academy, a six-module series of core training content. The modules address the following subject areas:

• Module 1: The Clean Water Act & Related Water Quality Laws

• Module 2: Water Quality Basics

• Module 3: Dealing with Data

• Module 4: Land Use Impacts & Related Best Management Practices

• Module 5: Likely Partners

• Module 6: Effective Communications

As a result of this project, a total of …


Maximizing Mining Operations: Unlocking The Crucial Role Of Intelligent Fleet Management Systems In Surface Mining’S Value Chain, Arman Hazrathosseini, Ali Moradi Afrapoli Jan 2024

Maximizing Mining Operations: Unlocking The Crucial Role Of Intelligent Fleet Management Systems In Surface Mining’S Value Chain, Arman Hazrathosseini, Ali Moradi Afrapoli

Earth and Environmental Sciences Faculty Publications

On the one side, the operational expenses of mining enterprises are showing an upward trend; and on the other side, conventional mining fleet management systems (FMSs) are falling short in addressing the high-dimensionality, stochasticity, and autonomy needed in increasingly complex operations. These major drivers for change have convinced researchers to search for alternatives including artificial-intelligence-enabled algorithms recommended by Mining 4.0. The present study endeavors to scrutinize this transition from a business management point of view. In other words, a literature review is carried out to gain insight into the evolutionary trajectory of mining FMSs and the need for intelligent algorithms. …


Delineating Contributions Of Genotype And Lineage To Lung Cancer Therapy Response, Kassandra Jo Naughton Jan 2024

Delineating Contributions Of Genotype And Lineage To Lung Cancer Therapy Response, Kassandra Jo Naughton

Theses and Dissertations--Toxicology and Cancer Biology

Non-small cell lung cancer (NSCLC) heterogeneity is a major challenge for determining effective treatment strategies. Adenocarcinomas (ADCs) and squamous cell carcinomas (SCCs) are histologically and epigenetically distinct subtypes of NSCLC. Patients with ADC tumors harboring mutations in both KRAS and LKB1 (aka STK11) have lower survival rates than those with KRAS-only tumors. KRAS/LKB1 tumors are not only aggressive, but also respond poorly to immunotherapy. However, these data are limited to ADCs, and it is unclear if SCCs with this genotype are also resistant to immunotherapy. We developed a mouse model of Krasmut/Lkb1mut capable of producing …


Rps6kb1 Is A Critical Target For Overcoming Tumor Lineage Plasticity And Therapy Resistance, Saptadwipa Ganguly Jan 2024

Rps6kb1 Is A Critical Target For Overcoming Tumor Lineage Plasticity And Therapy Resistance, Saptadwipa Ganguly

Theses and Dissertations--Toxicology and Cancer Biology

Most tumors initially respond to treatment, yet refractory clones subsequently develop owing to resistance mechanisms which can be classified as intrinsic or extrinsic resistance. The intrinsic resistance is usually present prior to any treatment whereas the extrinsic resistance develops as a result of exposure to some kind of therapy. In order to target these “therapy resistant” tumor cells an unbiased screen of an FDA-approved drug library against cancer cells was performed. This was followed by synthesis of chemical analogs of the most effective drug.

The studies led to the identification of a derivative of the antihistamine drug ebastine, designated Super-ebastine …


Navigating The Crooked Road: A Case-Study Into The Appalachian Regional Commission’S Strategy To Promote Economic Development Through Cultural Tourism, Nicholas Relich Jan 2024

Navigating The Crooked Road: A Case-Study Into The Appalachian Regional Commission’S Strategy To Promote Economic Development Through Cultural Tourism, Nicholas Relich

Gaines Fellow Senior Theses

Since 1965, the federal government’s Appalachian Regional Commission (ARC) has sought to improve Appalachia’s wellbeing by funding state and local economic development projects. One recent ARC strategy is investing in projects to develop the region’s tourism sector as a means of growth, particularly “cultural tourism,” which markets Appalachia’s cultural heritage to potential visitors. This paper seeks to evaluate the effectiveness of such ARC investments based on economic theory and by performing an empirical and qualitative case-study of one such series of projects: The Crooked Road, a music heritage trail located in Southwest Virginia. Officially organized in 2004 and receiving substantial …


The Effects Of Hierarchical Training On The Emergence Of Emotion-Related Metaphors In Autistic Children, Katherine Lynch Jan 2024

The Effects Of Hierarchical Training On The Emergence Of Emotion-Related Metaphors In Autistic Children, Katherine Lynch

Theses and Dissertations--Early Childhood, Special Education, and Counselor Education

Recently, research on derived relational responding has increased in volume, along with the publication of assessments, curricula, and textbooks on this topic. The allure of engineering derived relations due to purported accelerated learning makes this topic interesting to researchers and practitioners. Recent reviews have examined types of verbal operants, and specific relational frames studied in this body of literature, but there is scarcity in terms of the instructional procedures and variations thereof, and there is little available to focus on single case design (SCD) evaluations of these procedures. Hierarchical training (HT) to produce derived relations between arbitrary stimuli has shown …


Gas Assisted Electron Beam Patterning Processes, Deepak Kumar Jan 2024

Gas Assisted Electron Beam Patterning Processes, Deepak Kumar

Theses and Dissertations--Electrical and Computer Engineering

Radiolysis is a complex phenomenon in which molecules subjected to ionizing radiation form new chemical species. Electron-beam irradiation has proven to be a versatile approach for significantly altering materials’ properties and forms the basis for electron-beam lithography using both organic and inorganic resists. Electron-beam exposure is normally carried out under high vacuum conditions to reduce contamination and allow for unhindered interaction between the electrons and the resist material. Exposure under an ambient gas at sub-atmospheric pressures has been found to provide a distinct mechanism which can be exploited to circumvent some of the challenges associated with material processing and significantly …


Reinventing Integrated Photonic Devices And Circuits For High Performance Communication And Computing Applications, Venkata Sai Praneeth Karempudi Jan 2024

Reinventing Integrated Photonic Devices And Circuits For High Performance Communication And Computing Applications, Venkata Sai Praneeth Karempudi

Theses and Dissertations--Electrical and Computer Engineering

The long-standing technological pillars for computing systems evolution, namely Moore's law and Von Neumann architecture, are breaking down under the pressure of meeting the capacity and energy efficiency demands of computing and communication architectures that are designed to process modern data-centric applications related to Artificial Intelligence (AI), Big Data, and Internet-of-Things (IoT). In response, both industry and academia have turned to 'more-than-Moore' technologies for realizing hardware architectures for communication and computing. Fortunately, Silicon Photonics (SiPh) has emerged as one highly promising ‘more-than-Moore’ technology. Recent progress has enabled SiPh-based interconnects to outperform traditional electrical interconnects, offering advantages like high bandwidth density, …


Design And Control Of Axial Flux Permanent Magnet Coreless Machines With Special Windings, Yaser Chulaee Jan 2024

Design And Control Of Axial Flux Permanent Magnet Coreless Machines With Special Windings, Yaser Chulaee

Theses and Dissertations--Electrical and Computer Engineering

Permanent magnet synchronous machines (PMSMs), particularly those of the axial flux type, are being researched and developed for various applications such as HVAC systems, aviation propulsion, and electric vehicles. The coreless (air-cored) stator axial flux permanent magnet (AFPM) machine topology offers notable advantages over conventional designs by eliminating magnetic cores and their associated losses. These advantages include potentially higher efficiency, zero cogging torque, and reduced audible noise and vibration. Eliminating the magnetic core also allows for more effective cooling systems, as coolants can be in direct contact with the stator windings, potentially improving power density and specific torque.

The absence …


Adaptation Of Conventional Wheat Flour Mill To Refine Sorghum, Corn, And Cowpea, Michael Joseph, Sajid Alavi, Akinbode A. Adedeji, Lijia Zhu, Jeff Gwirtz, Shawn Thiele Jan 2024

Adaptation Of Conventional Wheat Flour Mill To Refine Sorghum, Corn, And Cowpea, Michael Joseph, Sajid Alavi, Akinbode A. Adedeji, Lijia Zhu, Jeff Gwirtz, Shawn Thiele

Biosystems and Agricultural Engineering Faculty Publications

This study evaluated the refinement of sorghum, corn, and cowpea grains using the processing steps and equipment originally designed for wheat milling that consists of a conventional gradual reduction system. The need to mill these grains resulted from a desire to produce alternative ingredients for developing new fortified blended extruded foods used for food aid programming. Milling of white sorghum grain resulted in a crude protein content of 7.4% (wb) for both whole and coarse-milled flour. The crude protein content in whole fine-milled sorghum was 6.8% (wb), which was significantly lower than that of whole coarse flour at 9.3% (wb). …


Solvent-Free Manufacturing Of Lithium-Ion Battery Electrodes Via Cold Plasma, Zhiming Liang, Tianyi Li, Holden Chi, Joseph Ziegelbauer, Kai Sun, Ming Wang, Wei Zhang, Tuo Liu, Yang-Tse Cheng, Zonghai Chen, Xiaohong Gayden, Chunmei Ban Jan 2024

Solvent-Free Manufacturing Of Lithium-Ion Battery Electrodes Via Cold Plasma, Zhiming Liang, Tianyi Li, Holden Chi, Joseph Ziegelbauer, Kai Sun, Ming Wang, Wei Zhang, Tuo Liu, Yang-Tse Cheng, Zonghai Chen, Xiaohong Gayden, Chunmei Ban

Chemical and Materials Engineering Faculty Publications

Slurry casting has been used to fabricate lithium-ion battery electrodes for decades, which involves toxic and expensive organic solvents followed by high-cost vacuum drying and electrode calendering. This work presents a new manufacturing method using a nonthermal plasma to create inter- particle binding without using any polymeric binding materials, enabling solvent-free manufacturing electrodes with any electrochemistry of choice. The cold-plasma-coating technique enables fabricating electrodes with thickness (>200 lm), high mass loading (>30 mg cm^-2), high peel strength, and the ability to print lithium-ion batteries in an arbitrary geometry. This crosscutting, chemistry agnostic, platform technology would increase energy density, …


Ultra‐Fast Finite Element Analysis Of Coreless Axial Flux Permanent Magnet Synchronous Machines, Yaser Chulaee, Dan M. Ionel Jan 2024

Ultra‐Fast Finite Element Analysis Of Coreless Axial Flux Permanent Magnet Synchronous Machines, Yaser Chulaee, Dan M. Ionel

Electrical and Computer Engineering Graduate Research

Large‐scale design optimisation techniques enable the design of high‐performance electric machines. Electromagnetic 3D finite element analysis (FEA) is typically employed in optimisation studies for accurate analysis of axial flux permanent magnet (AFPM) machines, which require extensive computational resources. To reduce the computational burden, a FEA‐based mathematical method relying on the geometric and magnetic symmetry of coreless AFPM machines is proposed to estimate the machine performance indicators using the least number of FEA solutions, thereby significantly lowering the running time. This method is generally applicable to AFPM machines with low saturation effects and cogging torque as exemplified for a printed circuit …


Design And Optimization Of High-Efficiency Coreless Pcb Stator Axial Flux Pm Machines With Minimal Eddy And Circulating Current Losses, Yaser Chulaee, Greg Heins, Ali Mohammadi, Mark Thiele, Dan M. Ionel, Ben Robinson Jan 2024

Design And Optimization Of High-Efficiency Coreless Pcb Stator Axial Flux Pm Machines With Minimal Eddy And Circulating Current Losses, Yaser Chulaee, Greg Heins, Ali Mohammadi, Mark Thiele, Dan M. Ionel, Ben Robinson

Electrical and Computer Engineering Graduate Research

This paper proposes a systematic multi-step design procedure for highly efficient printed circuit board (PCB) stator coreless axial flux permanent magnet (AFPM) machines with minimal eddy and circulating current losses. The process begins with initial sizing, providing specific coefficients based on experience with multiple design projects. It continues with the optimization of the machine envelope design using an evolutionary algorithm and computationally efficient 3D finite element analysis (FEA) models. The subsequent step focuses on the detailed design of a PCB stator, aiming to minimize eddy and circulating current losses. Several open circuit loss mitigation techniques are proposed based on analytical …


Design Optimization Of A Direct-Drive Wind Generator With A Reluctance Rotor And A Flux Intensifying Stator Using Different Pm Types, Ali Mohammadi, Oluwaseun A. Badewa, Yaser Chulaee, Donovin D. Lewis, Somasundaram Essakiappan, Madhav Manjrekar Jan 2024

Design Optimization Of A Direct-Drive Wind Generator With A Reluctance Rotor And A Flux Intensifying Stator Using Different Pm Types, Ali Mohammadi, Oluwaseun A. Badewa, Yaser Chulaee, Donovin D. Lewis, Somasundaram Essakiappan, Madhav Manjrekar

Electrical and Computer Engineering Graduate Research

This paper presents a large-scale multi-objective design optimization for a direct-drive wind turbine generator concept that is based upon an experimentally validated computational model for a small-scale prototype motor of the same type. By integrating an outer reluctance-type rotor and a segmented stator with toroidally wound single-coil modules containing spoke-type PMs, the design optimization aims to minimize losses, active mass, and torque ripple while adhering to a power factor constraint. The AC windings and PMs are positioned in the stator and this concept enhances flux concentration, enabling the use of more affordable high energy non-rare-earth (special type) magnets. The exterior …


Large-Scale Design Optimization Of An Axial-Flux Vernier Machine With Dual Stator And Spoke Pm Rotor For Ev In-Wheel Traction, Ali Mohammadi, Yaser Chulaee, Aaron M. Cramer, Ion G. Boldea, Dan M. Ionel Jan 2024

Large-Scale Design Optimization Of An Axial-Flux Vernier Machine With Dual Stator And Spoke Pm Rotor For Ev In-Wheel Traction, Ali Mohammadi, Yaser Chulaee, Aaron M. Cramer, Ion G. Boldea, Dan M. Ionel

Electrical and Computer Engineering Graduate Research

This paper presents the optimization study targeting a specific drive cycle for a MAGNUS-type axial-flux permanent magnet vernier machine (AFPMVM). The proposed MAGNUS machine has a novel design with a dual-stator configuration, where only one stator is wound, with a high-polarity spoke permanent magnet (PM) rotor. The machine topology has a 3D flux path, which necessitates the analysis of a large finite element (FE) model. However, due to the computational complexity and time required for such a large FE model, a new approach was developed. This approach involves a computationally efficient finite element analysis (CE-FEA) model combined with a single …


A Change Of Character? Exploring The Possible Effects Of Non-Tenure Track Faculty At Liberal Arts Colleges, Robert Brown Jan 2024

A Change Of Character? Exploring The Possible Effects Of Non-Tenure Track Faculty At Liberal Arts Colleges, Robert Brown

Theses and Dissertations--Educational Policy Studies and Evaluation

Research on liberal arts colleges (LACs) has yet to consider possible effects of using Non-Tenure Track Faculty (NTTF) on the character of LACs. LACs are characterized by their strong academic ethos, collegial faculty-student relationships, all at a sanctuary-like setting. Tenure Track Faculty (TTF) and administrators at three LACs were interviewed in a case study format at an urban, suburban, and rural LAC to consider whether NTTF are affecting the character of such institutions. NTTF, especially when full-time faculty, support the academic ethos, foster strong student faculty relationships, and help maintain the sanctuary like setting. NTTF use by change agents is …


Developing An Immunomodulatory Strategy Using Biophysical Cues To Modulate Macrophage Phenotype For Fracture Healing And Bone Regeneration, Harshini Suresh Kumar Jan 2024

Developing An Immunomodulatory Strategy Using Biophysical Cues To Modulate Macrophage Phenotype For Fracture Healing And Bone Regeneration, Harshini Suresh Kumar

Theses and Dissertations--Biomedical Engineering

Chronic inflammation is a major cause of the pathogenesis of musculoskeletal diseases such as fragility, fracture, and nonunion. Studies have shown that modulating the immune phenotype of macrophages from proinflammatory to pro-healing can heal recalcitrant bone defects. Current therapeutic strategies predominantly apply biochemical cues, which often lack target specificity, and controlling their release kinetics in vivo is challenging spatially and temporally. We have developed a magnetic iron-oxide nanocomplexes (MNC)-based therapy for resolving chronic inflammation in the context of promoting fracture healing. Here, we show that MNC internalized macrophages, when coupled with an external magnetic field, can exert an intracellular magnetic …


Relating Temperature, Sleep, And Pathology In Mouse Models Of Alzheimer's Disease, Jun Wang Jan 2024

Relating Temperature, Sleep, And Pathology In Mouse Models Of Alzheimer's Disease, Jun Wang

Theses and Dissertations--Biomedical Engineering

It is well established that sleep plays an important role in Alzheimer’s disease (AD) pathology. There is growing evidence that sleep issues may accelerate AD pathology by interrupting the physiological clearance of amyloid‐β (Aβ) from the brain, which mainly occurs in normal sleep. As the over-accumulation of amyloid‐β (Aβ) is believed to lead the cascade effect that eventually causes neurodegeneration in AD patients, development of therapeutic strategies for improving sleep quality may help slow disease progression. It is well documented that the composition and dynamics of sleep are sensitive to changes in ambient temperature. We therefore developed a sleep enhancement …


Development Of Iron Oxide Nanozyme For Cancer Therapy, Zhongchao Yi Jan 2024

Development Of Iron Oxide Nanozyme For Cancer Therapy, Zhongchao Yi

Theses and Dissertations--Biomedical Engineering

Cancer therapies that leverage reactive oxygen species (ROS) have shown potential for cancer inhibition due to their ability to induce oxidative stress in tumor cells. Iron oxide nanoparticles (IONPs) have garnered significant attention as a promising platform for ROS-dependent disease treatment, owing to their remarkable biocompatibility and Fenton catalytic activity. However, the low catalytic activity of IONPs has been a major hurdle in their clinical translation. To overcome this challenge, IONPs of different compositions are examined for their Fenton reaction under pharmacologically relevant conditions in this work. The results show that wüstite (Fe1-xO) nanoparticles exhibit higher catalytic activity …


Impact Of Augmented Documentation Workflows On Transportation Agency Asphalt Paving Operations: A Qualitative And Quantitative Study, Josh Withrow Jan 2024

Impact Of Augmented Documentation Workflows On Transportation Agency Asphalt Paving Operations: A Qualitative And Quantitative Study, Josh Withrow

Theses and Dissertations--Civil Engineering

e-Ticketing was an intriguing technology to many state transportation agencies (STAs) pre-COVID-19 pandemic but gained significant attention upon arrival of the pandemic due to the contactless nature of the technology. Research completed prior to the pandemic into e-ticketing for asphalt paving primarily identified qualitative benefits and concerns. However, minimal academic literature exists in the post-pandemic era discussing the additional e-ticketing benefits not previously captured which resulted in increased implementation by STAs. This research seeks to address this gap by gathering information from state members of the American Association of State Highway and Transportation Officials Committee on Construction (AASHTO COC), employees …


Estimation Of Mechanical Behavior Of Unsaturated Soils From A Soil-Water Characteristic Curve, Lucas Acheampong Jan 2024

Estimation Of Mechanical Behavior Of Unsaturated Soils From A Soil-Water Characteristic Curve, Lucas Acheampong

Theses and Dissertations--Civil Engineering

The small-strain shear modulus and shear strength are two crucial mechanical behaviors used in the design of geotechnical structures and in the analyses of earth materials subjected to static and dynamic loadings. Traditional testing methods for these parameters are expensive and time-consuming. This research aimed to address these challenges by developing a model based on the inverse relationship between mechanical behavior of unsaturated soils and the soil-water characteristic curve (SWCC). The proposed model integrates a scaling function to align the SWCC with the mechanical property curve. Empirical relationships were established for the scaling function, specifically aligning with the air-entry value …


Geophysical Method Used For The Determination And Prediction Of Soil Strength And Stiffness Parameters, Dabo Adama Jan 2024

Geophysical Method Used For The Determination And Prediction Of Soil Strength And Stiffness Parameters, Dabo Adama

Theses and Dissertations--Civil Engineering

This paper presents the results of an effort to use geophysical measurements such as seismic wave velocities and electrical resistivities to calculate airfield design parameters. The study converts all geophysical measurements to equivalent California Bearing Ratio (CBR) values, comparing CBR values estimated from DCP penetration resistance with CBR values estimated from shear wave velocity and electrical resistivity values. Relationships linking the geophysical measurements to CBR estimates were established using laboratory data and applied to field in-situ measurements. The elastic modulus (E) is the stiffness parameter involved in predicting soil strength and stiffness. This research aims to relate electrical conductivity and …


Analysis And Improvement Of The Kentucky Transportation Cabinet’S Serious Injury And Fatality Program, Arun Subedi Jan 2024

Analysis And Improvement Of The Kentucky Transportation Cabinet’S Serious Injury And Fatality Program, Arun Subedi

Theses and Dissertations--Civil Engineering

Serious Injuries and Fatalities (SIFs) within construction and maintenance industries indicate severe vulnerabilities within workplace safety, and their prevention requires the highest priority. SIFs usually occur due to systemic failures, and proactive steps must be taken to identify and neutralize high-risk scenarios. Kentucky Transportation Cabinet (KYTC) has recently implemented a safety management system called BOOTS, for improving incident reporting and analysis along with SIFs. This study identifies gaps in KYTC's SIF reporting framework and provides analysis on recurring incident trends utilizing the incidents already reported in the system. While current practice in KYTC relies on event-based decision tree when classifying …