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Barriers To Seeking Medical Care And Their Effects Among Fat Patients With A Fat Liberation Praxis In The United States, Christina Seiko Cook Jan 2025

Barriers To Seeking Medical Care And Their Effects Among Fat Patients With A Fat Liberation Praxis In The United States, Christina Seiko Cook

College of Graduate Studies: Theses & Dissertations

Weight stigma and weight bias have significant effects on the health of individuals (Alberga et al., 2019; Pearl, 2018; Puhl & Heuer, 2010; Schwartz et al., 2003; Udo et al., 2016). These biases can show up in the form of fatphobia or anti-fat bias. Physicians who hold anti-fat bias can affect their relationship with their patients, leading to poorer health outcomes and worse patient experiences for larger-bodied and fat people (Phelan et al., 2015). The purpose of this study is to contribute to the current literature regarding the positive and negative experiences of fat patients with a fat liberation praxis …


Perceptions Of Agricultural Careers In African American School-Age Students Implications For Public Health Workforce, Brittany M. Prince Jan 2025

Perceptions Of Agricultural Careers In African American School-Age Students Implications For Public Health Workforce, Brittany M. Prince

College of Graduate Studies: Theses & Dissertations

This study evaluated a six-week enriched agricultural education curriculum on African American students’ knowledge and perceptions of agriculture and agricultural careers in two selected populations. The study aimed to expand awareness about agriculture and diverse agricultural career opportunities in an effort to reduce perceived stereotypes. The study employed a pre-post-test design, implemented at one middle school and one high school that were intentionally selected based on their population demographics. Participants included 108 students across both schools, with the majority identifying as African American. Data analysis included paired-sample t-tests and One-Way ANOVAs and revealed statistically significant increases in knowledge for middle …


Synthesis And Characterization Of A Biobased Polymer From Tung Oil And Pine Rosin & Characterization Of Polyhydroxybutyrate., Arijanet P. Osumah Jan 2025

Synthesis And Characterization Of A Biobased Polymer From Tung Oil And Pine Rosin & Characterization Of Polyhydroxybutyrate., Arijanet P. Osumah

College of Graduate Studies: Theses & Dissertations

This thesis presents two independents but thematically aligned research projects focused on the development and evaluation of sustainable polymers. The first involves the synthesis and characterization of a biobased polymer derived from tung oil and pine rosin. Tung oil, which is a triglyceride was chemically modified to produce tung oil diglyceride (TDG), which subsequently reacted with abietic acid-rich pine rosin to yield tung oil abietate (TOA), a biobased monomer. The TOA monomer was polymerized with butyl methacrylate (BMA) and divinylbenzene (DVB) using di-tert-butyl peroxide (DTBP) as a thermal initiator. The resulting polymer was thoroughly characterized using Fourier transform infrared spectroscopy …


Enhancing Adhd Diagnosis In College Students Using Multimodal Integration Of Nicats And Iva-2 Tools, Rushmila Shabneen Jan 2025

Enhancing Adhd Diagnosis In College Students Using Multimodal Integration Of Nicats And Iva-2 Tools, Rushmila Shabneen

College of Graduate Studies: Theses & Dissertations

This study explores enhanced methods for accurately identifying Attention Deficit Hyperactivity Disorder (ADHD) indicators in college students. ADHD, a neurodevelopmental disorder, impacts attention, impulse control, and emotional regulation, often leading to academic and social difficulties. Many students remain undiagnosed due to symptom overlap with stress and other factors. Traditional tools like the IVA-2 assess behavioral responses but may not fully capture ADHD complexity. This research integrates IVA-2 data with multimodal metrics from the Non-Intrusive Classroom Attention Tracking System (NiCATS), which monitors facial expressions, eye movements, and computer interactions. Preliminary results show that combining these tools improves ADHD detection, reduces false …


Application Of Semantic Segmentation To An Automatic Target Recognition Problem, Bruce W. Rush Jr. Jan 2025

Application Of Semantic Segmentation To An Automatic Target Recognition Problem, Bruce W. Rush Jr.

College of Graduate Studies: Theses & Dissertations

Synthetic Aperture Radar (SAR) is an active remote sensing system commonly used in aerial reconnaissance. SAR penetrates cloud cover and vegetation by recording reflected energy pulses. The resulting information content is difficult to interpret due to vast clutter data and sparse target data. The time-consuming process of analyzing SAR imagery can be greatly reduced by implementing an Automatic Target Recognition (ATR) algorithm. Convolutional Neural Networks (CNN) are capable of extracting identification features from SAR data content. Further research in this field indicates that high performing models are insufficiently robust due to high clutter correlation among classes in the Moving and …


Effects Of Perinatal Exposure To Lipopolysaccharide And Acetaminophen On Learning In Adult Long-Evans Rats, Lucy A. Sivils Jan 2025

Effects Of Perinatal Exposure To Lipopolysaccharide And Acetaminophen On Learning In Adult Long-Evans Rats, Lucy A. Sivils

College of Graduate Studies: Theses & Dissertations

The present study investigated the individual and combined effects of elevated perinatal inflammation, oxidative stress caused by acetaminophen (APAP) exposure, or elevated inflammation and oxidative stress on adult learning behaviors in Long-Evans rats. While prior studies have examined these factors independently, the combined effects of inflammation and oxidative stress via APAP exposure during early development on learning-related behaviors remain unexplored. The present research aimed to address this gap by the analysis of potential long-term neurodevelopmental consequences of lipopolysaccharide (LPS)-induced inflammation and APAP-induced oxidative stress. LPS, APAP, or LPS + APAP was administered during the perinatal period: postnatal days (PD) 9, …


People Of The Ogeechee: Subsistence And Landscape Use In The Late Archaic Ogeechee River Valley, Caleb R. Jeck Jan 2025

People Of The Ogeechee: Subsistence And Landscape Use In The Late Archaic Ogeechee River Valley, Caleb R. Jeck

College of Graduate Studies: Theses & Dissertations

Precontact life in the Ogeechee River valley of Georgia’s Coastal Plain is significantly understudied in contrast to the adjacent Savannah River valley and the coast of Georgia. Research in these regions has provided a substantial amount of archaeological data that has helped us to understand Late Archaic period dynamics and the settlement patterns of precontact people, primarily those associated with Stallings culture. The Ogeechee River valley figured prominently during the Late Archaic period, especially during Classic Stallings times, yet the region’s archaeological record is largely unexamined. Settlement patterns for coastal Georgia and the middle Savannah River valley have been proposed …


Using Accelerometry To Determine Loss Of Active Eccentric Control During The Nordic Hamstring Exercise, Makenna Kulzer Jan 2025

Using Accelerometry To Determine Loss Of Active Eccentric Control During The Nordic Hamstring Exercise, Makenna Kulzer

College of Graduate Studies: Theses & Dissertations

Hamstring strain injuries are among the most common musculoskeletal injuries in sports with high recurrence rates. The Nordic hamstring exercise (NHE) is a commonly used eccentric exercise intervention to reduce injury risk but has generated controversy regarding its utility due to limited sport specificity. Research examining how NHE performance affects its efficacy remains scarce. Therefore, this study investigated whether accelerometry data could describe the loss of active eccentric control (Q2) and if there is an interaction between leg preference and repetition on time to Q2. METHODS: Thirty college-aged students with >3 months of resistance training experience (1-2x/week). were recruited. Participants …


The Affordable Care Act And The For-Profit Congregate Care Industry: How Good Policy Intent Turned A Fringe Industry Into A Taxpayer-Funded Multi Billion Dollar Industry, Erin Viehmann Jan 2025

The Affordable Care Act And The For-Profit Congregate Care Industry: How Good Policy Intent Turned A Fringe Industry Into A Taxpayer-Funded Multi Billion Dollar Industry, Erin Viehmann

College of Graduate Studies: Theses & Dissertations

The Affordable Care Act significantly transformed the for-profit congregate care (FPCC) industry, which provides residential treatment for adolescents with behavioral and mental health issues. This study analyzes financial records from Universal Health Services (UHS), the largest provider in the industry, to examine how healthcare policy changes and economic conditions affected the industry's growth and funding structure. Through analysis of SEC Form 10-K filings from 2006-2016, the research documents how the ACA's mental health coverage mandates created new revenue streams that enabled dramatic industry expansion. Findings show that following ACA passage in 2010, UHS more than doubled its behavioral health capacity …


Temporal Analysis Of Construction Safety Incidents In Southeastern U.S. Using Machine Learning Techniques, Mayowa O. Oladele Jan 2025

Temporal Analysis Of Construction Safety Incidents In Southeastern U.S. Using Machine Learning Techniques, Mayowa O. Oladele

College of Graduate Studies: Theses & Dissertations

Construction safety incidents remain a significant concern, particularly in the Southeastern U.S. due to the high-risk nature of the industry. Analyzing patterns in these incidents can help improve safety practices and reduce accidents. Machine learning (ML) techniques were employed in this study to identify temporal patterns in construction safety incidents, aiming to enhance proactive safety management. The machine learning methods used in this research included logistic regression, decision trees, random forest, support vector machine (SVM), and K nearest neighbors (KNN).

The objective of the study was to analyze temporal trends in safety incidents and identify the most effective machine learningtechnique …


What Is Reasonable? Effects Of Different Jury Instructions In A Fatal Police Use Of Force Case, Katherine M. Kaylor Jan 2025

What Is Reasonable? Effects Of Different Jury Instructions In A Fatal Police Use Of Force Case, Katherine M. Kaylor

College of Graduate Studies: Theses & Dissertations

Since the Supreme Court case Graham v. Connor, police officers charged with misusing force on duty are judged against a hypothetical reasonable officer. Graham focuses on split-second decisions police officers must make and states police should not be judged with the benefit of hindsight. California goes beyond the subjective language of Graham and instructs jurors to look at the totality of circumstances, meaning they must consider all events and actions of an officer and citizen when assessing cases. The current study investigated whether type of instruction (Graham vs. California) affected mock jurors’ verdicts. Participants in the California condition …


Motivating Students Through Problem-Based And Project-Based Learning, Dennis J. Moore Jan 2025

Motivating Students Through Problem-Based And Project-Based Learning, Dennis J. Moore

College of Graduate Studies: Theses & Dissertations

ABSTRACT

As educators, motivating students can be a difficult task.Sixteen eighth-grade students discuss their perceptions of what makes educational programs motivating. In teacher-centered classrooms, teachers lecture while their students take notes, quizzes, and tests and practice memorization skills in preparation for high-stakes testing. Is this a fair assessment of a student's knowledge, and does this type of instruction fulfill students’ needs for a successful future? Research for this case study focused on students' perceptions of an agricultural program that utilizes problem-based and project-based learning with a sustainability focus.

In problem-based learning (PBL) classes, students are given real-world problems and asked …


Survey And Identification Of Entomopathogenic Fungi In Millipede Species In Coastal Georgia, Kristin L. Campbell Bailey Jan 2025

Survey And Identification Of Entomopathogenic Fungi In Millipede Species In Coastal Georgia, Kristin L. Campbell Bailey

College of Graduate Studies: Theses & Dissertations

Entomopathogenic fungi are well-known, species-specific pathogens of a wide diversity of insects that infect, manipulate, and kill their insect hosts to complete their life cycle. Recently in Savannah, Georgia, millipedes belonging to the genus Eurymerodesmus were observed exhibiting pre-death climbing behaviors associated with pathogenic fungal infection. Dying millipedes summited vegetation and subsequently died in elevated positions along edge habitat transitioning a recreational field and forest. Upon inspection, fungal structures found emerging from dead millipedes anatomically resembled Arthrophaga myriapodina, which is the first documented entomophthoralean fungus to infect millipedes. The goal of this research was to obtain species-level identification of the …


Becoming, Being, And Belonging: Exploring The Intersections Of Black Manhood, Sexuality, And Rural Education Through Self-Study Using Ethno-Dramatic Renderings, Javious Canty Jan 2025

Becoming, Being, And Belonging: Exploring The Intersections Of Black Manhood, Sexuality, And Rural Education Through Self-Study Using Ethno-Dramatic Renderings, Javious Canty

College of Graduate Studies: Theses & Dissertations

Studies that center Black male teachers often lack nuance and tend to look at them as a monolithic group. This dissertation uses Quare theory (Johnson, 2001), African American Male Theory (AAMT) (Bush & Bush, 2013), along with self-study methodology represented through fictionalized ethno-dramatic scenes to examine the teaching practices of a queer Black male teacher in a rural context and the impact he has on the achievement of his rural Black students. One finding from this study is that breaking through Quare barriers using community, resilience, and cultural awareness leads to success. Another finding is that rural spaces carry educational …


Experiences Of Special Education Teachers During Covid-19: An Interpretative Phenomenological Analysis Sheds Light On Learning Loss Among Young Students With Disabilities, Cassidy A. Stine Jan 2025

Experiences Of Special Education Teachers During Covid-19: An Interpretative Phenomenological Analysis Sheds Light On Learning Loss Among Young Students With Disabilities, Cassidy A. Stine

College of Graduate Studies: Theses & Dissertations

Many aspects of teaching and learning for students with disabilities (SWDs) were drastically altered during the height of COVID-19. While many students experienced learning gaps or loss related to unprecedented and abrupt changes to their education, young SWDs in rural areas were faced with unique challenges. The purpose of this Interpretative Phenomenological Analysis (IPA) study was to gain knowledge regarding teaching experiences/perceptions of rural Georgia K-5 special education teachers during the height of COVID-19 that shed light on learning loss among SWDs. The researcher was specifically interested in knowing more about teachers’ perceptions of academic and social-emotional learning loss as …


Comparative Analysis Of Lidar And Close-Range Photogrammetry Techniques For Inspection Of Mse Walls In Two Georgia Bridges, Md. Mehrab Hossain Jan 2025

Comparative Analysis Of Lidar And Close-Range Photogrammetry Techniques For Inspection Of Mse Walls In Two Georgia Bridges, Md. Mehrab Hossain

College of Graduate Studies: Theses & Dissertations

Mechanically Stabilized Earth (MSE) retaining walls are durable, settlement tolerant, easy to install, and present cost-effectiveness, in highway bridges. Nevertheless, the cost of repairing MSE walls is high, and it is crucial to have an accurate, quantitative, and scalable inspection method for early detection of potential problems. This study aims to analyze and evaluate undesired displacements that may affect these walls over time. For this, two remote-sensing technologies are considered: Light Detection and Ranging (LiDAR) and 3D Close Range Photogrammetry (CRP). Their performances are compared against an accurate Robotic Total Station (RTS) device, serving as the benchmarking instrument. This work …


Advocacy Across Divides: Attorney Aaron L. Buchsbaum In Savannah, Georgia, 1963-1969, Sydney Jolene Kelly Jan 2025

Advocacy Across Divides: Attorney Aaron L. Buchsbaum In Savannah, Georgia, 1963-1969, Sydney Jolene Kelly

College of Graduate Studies: Theses & Dissertations

This thesis explores the early life and career of Aaron Levy Buchsbaum, a Jewish lawyer from Savannah, Georgia. Buchsbaum's Jewish family upbringing, Southern childhood, and legal education all combined to mold him into an individual who used the profession to support those facing unjust treatment by the Savannah-Chatham County court system. By focusing on three of Buchsbaum's legal cases involving the Civil Rights Movement and his partnership with humanitarian organizations, this thesis contextualizes local conflicts in Savannah in the 1960s. Rather than safeguard the civil rights of all citizens, these cases demonstrate that the authorities, including judges, district attorneys, and …


Examining The Experiences Of Student Veterans With Support Services At Their Higher Education Institutions, Alejandra Miles Jan 2025

Examining The Experiences Of Student Veterans With Support Services At Their Higher Education Institutions, Alejandra Miles

College of Graduate Studies: Theses & Dissertations

This qualitative study explored the lived experiences of student veterans with support services at their higher education institutions. Using a phenomenological design, it provided space for student veterans to share their stories and amplify their voices. Grounded in Astin’s (1984) theory of student involvement, the study conducted eight in-depth interviews with student veterans. The findings aligned with the theoretical framework and contributed to the literature on student veterans in higher education. Six key themes emerged: early preparation and planning for college, the impact of faculty interactions, peer connections with fellow veterans, understaffing of campus military-affiliated offices, awareness and use of …


Towards A Baker-Campbell-Hausdorff Theorem In Positive Characteristic, Nikolas A. Koutroulakis Jan 2025

Towards A Baker-Campbell-Hausdorff Theorem In Positive Characteristic, Nikolas A. Koutroulakis

College of Graduate Studies: Theses & Dissertations

We investigate whether there is an analog of the Baker-Campbell-Hausdorff (BCH) theorem for Lie algebras over fields of positive characteristic. We begin by introducing the proof of the BCH formula in characteristic zero. We then introduce the Artin-Hasse exponential and show that it is $p$-integral. Our main result provides sufficient conditions under which a BCH-type formula exists for the Artin-Hasse exponential in positive characteristic. Additionally, we derive a formula for computing an inverse of the Artin-Hasse exponential.


Quantifying Inositol Phosphate Dephosphorylation To Understand The Role Of Recalcitrant Organic Phosphorus Forms On Harmful Algal Blooms In Freshwater Systems, Iffat Tasnim Jan 2025

Quantifying Inositol Phosphate Dephosphorylation To Understand The Role Of Recalcitrant Organic Phosphorus Forms On Harmful Algal Blooms In Freshwater Systems, Iffat Tasnim

College of Graduate Studies: Theses & Dissertations

Organophosphorus such as phytic acid, a surrogate species of inositol phosphate (IP), may serve as a source for orthophosphate (OP) in freshwater. In absence of OP, competent aquatic microorganisms upregulate the production of specialized enzymes to obtain growth-sustaining OP from organic phosphorus (org-P) forms. The contribution of recalcitrant org-P to the OP pool has been overlooked due to the lack of capable tools to measure OP production from org-P accurately. The objective of this study was to quantify OP production from phytic acid (a surrogate form of recalcitrant org-P) to assess the contribution of recalcitrant org-P forms to the total …


On The Combinatorial Invariance For Kazhdan-Lusztig Polynomials, Grover C. Harrell Iii Jan 2025

On The Combinatorial Invariance For Kazhdan-Lusztig Polynomials, Grover C. Harrell Iii

College of Graduate Studies: Theses & Dissertations

This thesis will be a discussion on the Combinatorial Invariance Conjecture for Kazhdan Lusztig polynomials. The conjecture is widely suspected to be true; and there is an abun dance of computational evidence which supports it. Despite this, no complete proof has been discovered for more than forty years. We will explore some known results about the CIC, particularly those by Dyer, Incitti, Brenti, Caselli, and Marietti.


Assessment And Health Benefit Of Vitamin C Using A549 Cell, Yetunde Adepoju Jan 2025

Assessment And Health Benefit Of Vitamin C Using A549 Cell, Yetunde Adepoju

College of Graduate Studies: Theses & Dissertations

Vitamin C (ascorbic acid) is a vital micronutrient recognized for its antioxidant capacity and essential bodily functions, such as collagen formation, neurotransmitter activity, and regulation of the immune system. This study explores how vitamin C can protect and potentially heal cells under oxidative stress and inflammation, using A549 cells, a human lung epithelial cell line, as the model system. The cells were exposed to varying concentrations of vitamin C dissolved in water, DMSO, and 5% DMSO. To assess the outcome, cell viability was measured with an MTT assay. In addition, the expression of key genes related to oxidative stress and …


Visual Attention And Memory Performance On Advertisements Featuring Celebrities, Kyrho Callis Jan 2025

Visual Attention And Memory Performance On Advertisements Featuring Celebrities, Kyrho Callis

College of Graduate Studies: Theses & Dissertations

VISUAL ATTENTION AND MEMORY PERFORMANCE ON ADVERTISEMENTS FEATURING CELEBRITIES


Synthesis And Processing Of Co-Axial/Tri-Axial Multi-Layered Nano-Particles, Jannatul Ferdaus Jan 2025

Synthesis And Processing Of Co-Axial/Tri-Axial Multi-Layered Nano-Particles, Jannatul Ferdaus

College of Graduate Studies: Theses & Dissertations

Electro-spraying has been used as an effective processing method of nanoparticle fabrication for the application of targeted drug delivery. The study demonstrates the feasibility of a non-conventional triaxial electro-spraying setup for multi-layered nano-drug fabrication and proposes optimized parameters. Two different drugs, XAV939 and Dextran 40000, were used to study the process parameters (voltage and solution concentration) of coaxial electro spraying. The particle size of Dextran-PCL was an average of 166.3 nm for PCL-Dextran at 32.5 kV and 18-hour sonication. The SEM analysis and UV-spectrum showed the encapsulation of Dextran with PCL, though the in vitro study in mice after 24 …


Accuracy In Real World To Pixel Coordinate Conversion, Noredia O. Imudia Jan 2025

Accuracy In Real World To Pixel Coordinate Conversion, Noredia O. Imudia

College of Graduate Studies: Theses & Dissertations

The field of computer vision has numerous applications of the real-world to pixel coordinate conversion. Related fields of machine learning, artificial intelligence, virtual reality, and augmented reality share similar benefits. My contribution involves assessing the accuracy of multiple coordinate conversion methods through experimentation. The Focal Length Calibration method allows for manual calibration using the scale factor. I have concluded that manual camera calibration causes the greatest improvements to accuracy when the method focuses on every point in the image. Methods that localize accuracy still increase accuracy, but not to the same degree.


Long-Term Ichthyoplankton Monitoring Of The Moon River (Savannah, Ga) With A Focus On Climate Change, Bradley Cayson Jan 2025

Long-Term Ichthyoplankton Monitoring Of The Moon River (Savannah, Ga) With A Focus On Climate Change, Bradley Cayson

College of Graduate Studies: Theses & Dissertations

The presence of healthy fish populations is a cornerstone of many important ecological mechanisms. These populations are supported by the recruitment of ichthyoplankton, or the egg and larval stages of fishes, as the primary determinant of population growth. Increases in average global water temperatures can alter the composition of fish communities and thus the offspring found in planktonic stages. I compared a large data set of ichthyoplankton surveys completed from 2009-2011 to a replicated six-month sampling period from May – November of 2024. Collection was conducted weekly to biweekly during night flood tides using a fixed suspension ichthyoplankton net (1mm …


Community And Decomposition Dynamics Along A Saltwater Intrusion Gradient On Sapelo Island, Georgia, Zach Gordon Jan 2025

Community And Decomposition Dynamics Along A Saltwater Intrusion Gradient On Sapelo Island, Georgia, Zach Gordon

College of Graduate Studies: Theses & Dissertations

Saltwater intrusion, the movement of ocean water into freshwater, is a significant global threat to coastal freshwater ecosystems linked to both climate change and anthropogenic influences. Alterations to coastal landscapes can increase intrusion. Sapelo Island has an extensive history of agricultural landscape alteration, but freshwater flow decline increased the movement of saltwater inland by tides. Intrusion is expected to increase in frequency and magnitude due to rising sea levels and storms. Salinization puts inland habitats and the humans relying on them at risk. As saltwater is denser than freshwater, more pressure is placed on benthic organisms (i.e., macroinvertebrates) that will …


Seafloor Magnetic Alteration Through Time Across The Northern Mid Atlantic Ridge, Jelil Olamide Olaoye Mr Jan 2025

Seafloor Magnetic Alteration Through Time Across The Northern Mid Atlantic Ridge, Jelil Olamide Olaoye Mr

College of Graduate Studies: Theses & Dissertations

The magnetic properties of oceanic crust evolve with age due to chemical alteration, changes in magnetic mineralogy, and physical processes associated with seafloor spreading. This study investigates how magnetic properties change over time in basaltic rocks from the northern Mid Atlantic Ridge, with a focus on two V-shaped ridge sites (VSRs; U1562 and U1563), two V-shaped troughs (VSTs; U1554 and U1555) and a normal crust site formed during episodic mantle upwelling. Magnetic analyses including anisotropy of magnetic susceptibility (AMS), natural remanent magnetization (NRM), alternating field demagnetization (AF) and hysteresis loops, was performed with optical microscopy and scanning electron microscopy (SEM) …


Exploring Coastal Plain Fish Ecology Across A Range Of Early-Life-History Traits And River Types, Bridgette Nicolosi Jan 2025

Exploring Coastal Plain Fish Ecology Across A Range Of Early-Life-History Traits And River Types, Bridgette Nicolosi

College of Graduate Studies: Theses & Dissertations

The ecological complexity of southeastern Coastal Plain rivers is reflected in the diversity of fish communities they support, yet the processes structuring early life dynamics remain poorly understood. This thesis explores the influence of environmental gradients on larval fish assemblage composition and American Shad (Alosa sapidissima) spawning phenology across two Georgia Coastal Plain river systems.

In the unregulated Ogeechee River, I investigated spatial and temporal variation in larval fish communities by comparing mainstem and tributary habitats to understand the role of tributaries in watershed-wide larval production. Larvae were collected biweekly from May to September 2024 at eight paired mainstem-tributary sites …


Multiphysics Modeling Of Solid Oxide Fuel Cells For Gradient Minimization And Inductive Loop Analysis In Impedance Spectroscopy Using Machine Learning-Based Microstructural Property Estimation, Muhammad Usman Khan Jan 2025

Multiphysics Modeling Of Solid Oxide Fuel Cells For Gradient Minimization And Inductive Loop Analysis In Impedance Spectroscopy Using Machine Learning-Based Microstructural Property Estimation, Muhammad Usman Khan

College of Graduate Studies: Theses & Dissertations

Solid oxide fuel cells have significant advantages in renewable energy utilization due to their high efficiency, fuel flexibility, and low emissions. However, despite the numerous efforts of technology, thermal and current density gradients and impedance behavior fluctuations are still causing performance degradation. A combined computational framework that integrates machine learning and three-dimensional Multiphysics modeling is needed to investigate and optimize the performance of solid oxide fuel cells. A machine learning model, trained on synthetic microstructure data by percolation analysis, is used to predict important microstructural parameters like triple phase boundary density and geometric tortuosity. These are then employed in a …