Digital Commons Network^™

Contemporary Trends In High-Potency P2y12 Receptor Inhibitor Use Among Patients With Acute Myocardial Infarction Undergoing Percutaneous Coronary Intervention, Ayman R. Fath, Binish Qureshi, Amro Aglan, Osamah Altaee, Hend Mansoor, Ahmed Almomani, Karim Al-Azizi, Marwan Saad, Andrew M. Goldsweig, Hani Jneid, Islam Y. Elgendy

Pharmacy Practice and Science Faculty Publications

Background: High‐potency P2Y12 receptor inhibitors (ticagrelor and prasugrel) reduce ischemic outcomes compared with clopidogrel among patients with acute myocardial infarction (AMI) undergoing percutaneous coronary intervention (PCI). This study aims to examine contemporary trends and identify predictors of their use among patients with AMI undergoing PCI in the United States.   Methods: This observational study used electronic health records from >95 US‐based health care organizations. Adults with AMI who underwent PCI between 2016 and 2023 were included. The primary outcome was the prescription of high‐potency P2Y12 receptor inhibitors versus clopidogrel. Multivariable logistic regression was used to identify independent predictors of P2Y12 inhibitor …

Contraceptive Method Provision Patterns Among Rural And Urban Kentucky Medicaid Enrollees, Dustin K. Miracle, Svetla Slavova, Jeffery Talbert, Daniela C. Moga, Patricia R. Freeman

Pharmacy Practice and Science Faculty Publications

Purpose: To characterize contraceptive provision among the Kentucky Medicaid population and assess for rural−urban disparities.

Methods: Kentucky Medicaid claims from the calendar year 2019 were used to identify females at risk for unintended pregnancy (via a modified version of the criteria defined by the US Department of Health and Human Services Office of Population Affairs). Multinomial logistic regression was used to assess the impact of rural−urban residence on contraceptive outcomes, while adjusting for relevant covariates. Outcomes for the multinomial regression model were provision of a: (1) less effective method (i.e., condoms) or no contraceptive; (2) moderately effective method (oral, transdermal, …

The Dietary Burden Of Phosphorus And Aluminum In Ready-To-Eat Wheat Flour Tortillas Exceeds That Of Corn Tortillas: Implications For Patients With Chronic Kidney Disease, Kate Chander Chiang, Robert Yokel, Jason M. Unrine, Kamyar Kalantar-Zadeh, Ajay Gupta

Pharmaceutical Sciences Faculty Publications

Background: Ready-to-eat, shelf-stable tortillas contain several phosphorus- and aluminum-containing additives that may increase the risk of adverse events in patients with chronic kidney disease (CKD).

Objective: The present study aimed to measure the dietary aluminum and phosphorus burden in store-bought corn and wheat flour tortillas. Design: This cross-sectional study analyzed the elemental content of commercially available corn and wheat flour tortillas collected from 2019 to 2020.

Setting: Twenty-one elements were quantified by ICP-MS and ICP-OES from 14 corn and 13 wheat flour tortilla brands purchased from local supermarkets in Southern California in 2019–2020.

Statistical analyses performed: Multiple group comparisons were …

Altered Bile Acid Transport In Liver Disease, Sarah Cayton, Lindsay C. Czuba

Pharmaceutical Sciences Faculty Publications

Background/Objectives: Bile acids, synthesized from cholesterol in the liver, are amphipathic molecules that play an integral role in lipid digestion and absorption, while also serving as systemic endocrine hormones. They continuously undergo enterohepatic circulation, where they interact with various transporter proteins. Dysregulated bile acid transport is associated with the pathogenesis of liver disease. This review summarizes the key findings relating to bile acid transport expression and activity in the pathogenesis of liver disease.

Methods: A review of the literature was performed using PubMed and relevant terms including, but not limited to, “bile acid transporters”, “liver disease”, and “bile acid uptake …

Chronic Alcohol Consumption Disrupts The Gut Microbial And Metabolic Landscapes, Madison B. Blanton, Ethan G. Napier, Katelyn E. Keen, Ethan V. Stuart, Isaac R. Cinco, Hami Hemati, Ronald C. Bruntz, Landon Wilson, Stephen Barnes, Rupak Khadka, Kathleen A. Grant, Ilhem Messaoudi

Pharmaceutical Sciences Faculty Publications

Introduction: Alcohol use disorder (AUD) increases incidence of infections, organ damage, and cancers. Aberrant inflammation is likely a driver of these adverse outcomes. Indeed, chronic alcohol consumption (CAC) rewires macrophages/monocytes toward a hyper-inflammatory phenotype. Prior studies showed increased gut permeability and dysbiosis. Translocation of host- and microbial-derived metabolites could trigger the hyper-inflammatory responses generated by macrophages/monocytes. However, the exact changes in these metabolites remain poorly defined due to confounders that complicate clinical studies and the differences between human and rodent gut microbiomes.

Methods: Here, we utilized a non-human primate model of ethanol self-administration to characterize alcohol-induced alterations in gut microbes …

Establishing A Public Health Surveillance System For The Opioid Crisis: The Experience Of The Healing Communities Study, Bridget Freisthler, Daniel J. Feaster, Charles Knott, Marc Larochelle, John Mccarthy, Svetla Slavova, Sharon L. Walsh, Jennifer Villani

Biostatistics Faculty Publications

Introduction: Efforts to reduce opioid overdose deaths in the United States have been stymied by the lack of timely and standardized population-level data for local, state, and national levels. The U.S. has a strong national need for linking opioid and other drug overdose surveillance data to service utilization data for overdose prevention and treatment to inform resource allocation and response planning.

Methods: We provide insight on the challenges of identifying, obtaining, and harmonizing administrative outcome data across four states using the collective experience from the HEALing Communities Study to test a community-engaged, data-driven, population-level intervention to reduce opioid overdose deaths. …

Enabling Communication Resiliency In The Connected Car Environment, Antonio Guerrero-Ibáñez, Juan Contreras-Castillo, Sherali Zeadally, Een-Kee Hong

Information Science Faculty Publications

Connectivity has become integral to various application domains, with the automotive sector as a prime example. Advances in electronics, computing, and telecommunications have driven the evolution of the connected car ecosystem, transforming it into a data-rich environment that enhances road safety, efficiency, and overall mobility. However, the success of this ecosystem depends on seamless, reliable, and resilient communications. We identify key challenges that may affect communications in the connected car environment and discuss solutions that enhance resiliency and robustness. Finally, we propose a multi-layered network architecture that will enhance communication resilience in the connected car ecosystem.

Curriculum In Pharmacoepidemiology Training Programs: A Cross-Sectional Study To Assess Educational Needs And Alignment With Core Competencies, Amie Goodin, Deborah Layton, Ryan Chung, Vicki Osborne, Chioma Ejekam, Xiaojuan Li, Xuerong Wen, Kristian B. Filion, Luciane Cruz Lopes, Daniela C. Moga

Pharmacy Practice and Science Faculty Publications

Purpose: Pharmacoepidemiology is a key discipline for evidence-based decision-making, yet its educational programs have not been systematically assessed for alignment with international core competencies. Our objectives were to evaluate curricula alignment of pharmacoepidemiology training programs with ISPE-recommended core competency themes and identify key curriculum content development areas.

Methods: The ISPE Core Competencies Workgroup and ISPE leadership developed a curriculum and needs assessment survey, incorporating feedback from global members. The survey was electronically distributed to leaders of pharmacoepidemiology training programs (e.g., department chairs and program directors) using the ISPE contact database, followed by snowball sampling to enhance representation. Institutional respondent characteristics …

Delivering Safe Sleep And Breastfeeding Education To Pregnant And New Mothers Through Private Facebook Groups: Study Protocol For A 4-Armed Randomized Controlled Trial, Rebecca F. Carlin, Margaret G. Parker, Ann L. Kellams, Fern R. Hauck, Stephen Kerr, Benjamin T. Cornwell, Marc T. Kiviniemi, Nicole Geller, Katherine E. Boguszewski, Michael J. Corwin, Eve R. Colson, Rachel Y. Moon

Health, Behavior & Society Faculty Publications

Background: Annually, more than 3500 US infants die suddenly and unexpectedly. Many sudden unexpected infant deaths (SUID) are preventable with greater adherence to safe infant sleep guidelines. There are racial and economic disparities in guideline adherence and SUID rates. Education alone has proven ineffective at altering behavior for many parents, and social networks and social norms regarding infant care have been found to influence rates of unsafe sleep. Using the power of social networks to shape social norms by delivering education through moderated online social media groups provides a unique opportunity to influence these practices in large groups of parents. …

Feasibility Of Brief Behavioral Telehealth Interventions For Sleep And Pain In Adults With Chronic Musculoskeletal Orofacial Pain: An Idiographic Clinical Trial, Linda Sangalli, Gabriel Gilmore, Isabel Moreno-Hay, Lauren N. Whitehurst, Anna Alessandri-Bonetti, Ian Andres Boggero

Oral Health Science Faculty Publications

Objective: Brief behavioral interventions targeting pain (Physical Self-Regulation, PSR) or sleep (Brief Behavioral Intervention for Insomnia, BBTI) show promise for interdisciplinary management of chronic pain, though their feasibility with chronic musculoskeletal orofacial pain (MSK-OFP) populations remains underexplored. This pilot study assessed the feasibility of a randomized clinical trial (RCT) of these interventions in a university-affiliated tertiary OFP clinic and explored clinical changes in pain, sleep, and other secondary outcomes.

Methods: Treatment-seeking participants (N=19) with chronic MSK-OFP and insomnia were randomized to three-session PSR or BBTI. At pre- and post-intervention, participants completed questionnaires (assessing pain intensity, insomnia symptomatology, sleep …

Expression Pattern Of The Hifα-Family In Equine Chorioallantois During Pregnancy And Placental Pathology, Yatta Boakari, Hossam El-Sheikh Ali, Gustavo Henrique Doná Rodrigues Almeida, Kirsten E. Scoggin, Claudia Barbosa Fernandes, Sophia Panelli Marchio, Mats H. T. Troedsson, Ana Claudia Oliveira Carreira

Maxwell H. Gluck Equine Research Center Faculty Publications

Equine placental dysfunction impairs fetal growth and disrupts pregnancy outcomes. Despite many advances in diagnosis, the molecular pathophysiology of equine placentitis and premature placental separation remains poorly understood. However, the hypoxia-inducible factor (HIF-α) pathway is related to placental hypoxia, and its modulation in placental diseases has been shown in other species. Therefore, we hypothesized that in conditions marked by equine placental dysfunction, oxygen deprivation in the chorioallantois membrane triggers the activation of the HIF-α pathway, which is related to molecular alterations associated with placental insufficiency. Accordingly, we compared the expression of HIF1A, HIF2A, HIF3A, and HIF1AN genes in equine chorioallantois …

Fecal Microbiota Transplantation Modulates Gut Microbiota And Lipid Metabolism To Reduce Diarrhea In Low-Birth-Weight Neonatal Calves, Zhanhe Zhang, Duo You, Donglin Wu, Xintong Li, Yang Jia, David L. Harmon, Ming Xu

Animal and Food Sciences Faculty Publications

This study aimed to elucidate the mechanism by which colonic fecal microbiota transplantation (FMT) improves lipid metabolism in low-birth-weight neonatal calves via modulation of the gut microbial ecosystem. In a completely randomized design, seventy newborn Holstein calves (1 day old, 32.63 ± 3.13 kg BW) were assigned to two groups (35 calves/treatment; 30 females and 5 males per group). A healthy calf was used as a fecal donor. A 10% fecal bacterial suspension was prepared and administered colonically (50 mL, twice daily for 5 days). All calves were fed the same milk replacer and weaned using a step-down protocol at …

The Well-Poised Property And Torus Quotients, Joseph Cummings, Christopher Manon

Mathematics Faculty Publications

An embedded variety is said to be well-poised when the associated initial ideal degenerations coming from points of the tropical variety are reduced and irreducible. Varieties with a well-poised embedding admit a large collection of explicitly constructible Newton-Okounkov bodies. This paper aims to study the well-poised property under torus quotients. Our first result states that GIT quotients of normal well-poised varieties by quasi-tori also have well-poised embeddings. As an application, we show that several Hassett spaces, (Formula presented.), are well-poised under Alexeev’s embedding. Conversely, given an affine T-variety X with polyhedral divisor (Formula presented.) on a well-poised base Y, we …

The Embedding Theorem In Hurwitz–Brill–Noether Theory, Kaelin Cook-Powell, David Jensen, Eric Larson, Hannah Larson, Isabel Vogt

Mathematics Faculty Publications

We generalize the Embedding Theorem of Eisenbud–Harris from classical Brill–Noether theory to the setting of Hurwitz–Brill–Noether theory. More precisely, in classical Brill–Noether theory, the embedding theorem states that a general linear series of degree d and rank r on a general curve of genus g is an embedding if r ≥ 3. If f ∶ C → ℙ¹ is a general cover of degree k, and L is a line bundle on C, recent work of the authors shows that the splitting type of f_∗ L provides the appropriate generalization of the pair (r, d) in classical Brill–Noether …

Sliding Block Puzzles With A Twist, Patrick Garcia, Angela Hanson, David Jensen, Noah Owen

Mathematics Faculty Publications

No abstract provided.

Molar–Incisor And Generalized Grade C Periodontitis: Distinct Microbiome–Immune Interactions Suggest Divergent Pathogenesis, Camila S. Stolf, Hélvis E. S. Paz, Murilo C. Paraluppi, Manuela Maria Viana Miguel, Mauro P. Santamaria, Mabelle F. Monteiro, Deyvid E. Amgarten, Raquel R. A. Franco, Luciana S. Branco-De-Almeida, Luciana M. Shaddox, Renato C. V. Casarin

Oral Health Practice Faculty Publications

Aim:

Molar-Incisor (PerioC-MIP) and Generalized (PerioC-G) Grade C Periodontitis could have distinctive etiopathogenesis behind their unique clinical patterns. Thus, this study aimed to distinguish these two phenotypes by analyzing the subgingival metagenomic profile and the inflammatory markers levels.

Methods:

In this cross-sectional comparative study, Gingival Crevicular Fluid (GCF) and Subgingival Biofilm (SB) were collected from 18 PerioC-MIP North Americans and 14 periodontally healthy controls (HC) from the same location (HC-MIP) and 20 PerioC-G Brazilians and 20 controls (HC-G). From GCF, immunoenzymatic analysis was performed. SB functional and taxonomic bacterial content was determined using shotgun metagenomics sequencing.

Results:

Taxonomic results showed …

A Unified Finite Element Framework For Cardiac Growth And Remodeling In Mitral Regurgitation Incorporating Fiber Reorientation And Baroreflex, Mohammad Mehri, Jonathan F. Wenk

Mechanical Engineering Faculty Publications

Mitral regurgitation (MR) triggers complex cardiac remodeling responses that alter the structure and function of the left ventricle (LV). While several models have been developed to predict myocardial growth in MR, they often neglect key concurrent adaptive mechanisms that influence both the pattern and severity of LV dilation. This study presents a unified finite element framework to systematically evaluate the individual and combined contributions of fiber reorientation (FR) and baroreflex regulation to LV growth and remodeling, along with the effects of myocardial material property changes associated with the acute and chronic phases of MR. A healthy baseline model and multiple …

Ev Charging And V2g Operation For Distribution System Vpp Including Model Predictive Control, Rosemary E. Alden, Simone Silvestri, Malcolm D. Mcculloch, Dan M. Ionel

Electrical and Computer Engineering Faculty Publications

Future smart grid virtual power plants (VPPs) are considered for development based on industry communication standards for electric vehicle (EV) chargers such as Open Charge Point Protocol (OCPP), IEC 15118, and IEC 61851. To support research and development of computationally intelligent controls for distributed EV batteries, a python-based API OpenDSS VPP framework is utilized with thousands of experimental smart meter profiles, the IEEE 123 node test feeder, and hundreds of national survey-based EV modules for conventional and optimal charging and vehicle-to-grid (V2G) control development to mitigate any voltage violations and reduce peak load. A methodology is proposed for model-predictive control …

Balancing Wood And Food: Assessing The Drivers And Spatiotemporal Conflicts Of Eucalyptus Plantation Expansion In Guangxi, China, Wen H. Cai, Qiuxia Huang, Jian Yang, Le Yu, Yuanzheng Yang, Jiaxing Zu, Jiali Wang, Zhenxian Li

Forestry and Natural Resources Faculty Publications

Eucalyptus has become one of the most widely cultivated tree genera in subtropical China, generating significant economic returns but raising land-use conflicts with agriculture. Understanding the driving mechanisms behind this expansion is crucial for sustainable land-use management. To inform strategies for balancing wood production and agricultural stability, we investigated the spatiotemporal expansion dynamics and predicted the potential suitable habitat distribution of Eucalyptus plantations using a Boosted Regression Tree (BRT) model. Our analysis revealed three distinct spatiotemporal expansion phases. Crucially, this expansion has progressively shifted from marginal sloped terrain onto flat valley bottoms, intensifying the agriculture-forestry conflict in the region. Climatic …

Transcriptional Signatures Of Rapid Protection From Sudan Virus Infection By A Single Dose Of A Vesicular Stomatitis Virus-Based Vaccine, Brianna M. Doratt, Sheridan B. Wagner, Delphine C. Malherbe, Gregory T. Smith, Andrea Marzi, Ilhem Messaoudi

Microbiology, Immunology, and Molecular Genetics Faculty Publications

Sudan virus (SUDV) has caused multiple outbreaks of human disease with case fatality rates ranging from 41 to 100%. We have previously shown that a single vaccination with a recombinant vesicular stomatitis virus-based vaccine expressing the SUDV-Gulu glycoprotein (VSV-SUDV) prevented clinical and fatal disease from lethal SUDV challenge in cynomolgus macaques. With the high probability of future outbreaks, it is critical to determine the molecular mechanisms of VSV-SUDV-mediated protection and the ability to impart rapid protection against SUDV infection. In this study, RNA from whole blood samples obtained from nine cynomolgus macaques that were challenged with SUDV-Gulu post-vaccination with either …

Characterizing Immune Perturbations In Peripheral Blood Following The East Palestine, Ohio Train Derailment, Sheridan B. Wagner, Hami Hemati, Siva Gandhapudi, Timothy J. Hilbert, Candace J. Brancato, Erin N. Haynes, Ilhem Messaoudi

Microbiology, Immunology, and Molecular Genetics Faculty Publications

Background: The East Palestine, Ohio, train derailment on February 3rd, 2023, resulted in the exposure of residents and the surrounding area to numerous hazardous chemicals, which included known acute irritants and human carcinogens. Despite evacuation and cleanup, both residents and responders reported high occurrences of symptoms associated with exposure in the months following, such as eye, skin, and respiratory irritation, headaches, and fatigue. The long-term health consequences for residents remain uncertain.

Objective: To assess the potential for immune perturbations resulting from the exposure, we performed a broad investigation of circulating immune cells and mediators from residents of East Palestine, OH, …

Combinatorial Immunotherapy Drives Exhaustion In Tumor Antigen–Specific Cd8+ T Cells Within The Mouse Renal Tumor Microenvironment, Holly R. Stephens, Elizabeth Elkins, Jing Li, Zoey N. Swalley, Henry Nnaemeka Ogbonna, Pia Muri, Zachary Roberts, Francesca R. Dempsey, Md Akkas Ali, Md Hasanul Banna Siam, Richard Kirkman, Jianqing Zhang, Sunil Sudarshan, Daniel J. Tyrrell, Hubert M. Tse, Daniel L. Smith Jr, Lyse A. Norian

Microbiology, Immunology, and Molecular Genetics Faculty Publications

Immunotherapies have greatly improved outcomes for patients with renal cell carcinoma (RCC), yet response rates remain suboptimal and the factors promoting therapy resistance versus sensitivity are incompletely understood. Currently, no preclinical model of orthotopic renal cancer exists that permits evaluation of tumor antigen–specific (TAS) CD8⁺ tumor-infiltrating lymphocytes (TILs). To address this deficiency, we developed a mouse renal cancer model that permits tracking of adoptively transferred TAS CD8⁺ T cells. Renca-LUC tumor cells were transduced to express tumor ERK (tERK), a model antigen expressing a one-amino-acid change from wild-type ERK, resulting in recognition by tERK/H-2K^d-specific DUC Thy1.1 …

Adolescent Cyberbullying And Polysubstance Use: Unpacking Sex Differences, Maggie K. Richardson, Osayande Agbonlahor, Joy L. Hart, Meman Diaby, Delvon T. Mattingly

Educational, School, and Counseling Psychology Faculty Publications

The rise of social media platforms has heightened cyberbullying among adolescents, closely tied to negative mental health outcomes. Substance use, including alcohol, cannabis, and tobacco, also remains a significant concern for this population. This study examines the relationship between cyberbullying and substance use, exploring potential sex differences in these associations. We analyzed data from the 2021 Adolescent Behaviors and Experiences Survey (ABES) (n = 6,740 students in grades 9–12). We used multinomial logistic regression models to assess the relationship between past-year cyberbullying and current patterns of substance use (exclusive, dual, and poly), adjusting for sociodemographic factors, screen time, and mental …

Legislative Debate-Attributed Suicidality Among Lgbtq+ Adults: The Buffering Effect Of Community Belongingness, Keith J. Watts, Shawndaya S. Thrasher, Laneshia Conner, Nicole Campbell, Louis G. Baser, Dekeitra Griffin, Sydney Howard, Missy Spears, Justin X. Moore

Social Work Faculty Publications

Background: In recent years, the sociopolitical landscape in the United States has shifted due to an increase in state-level legislation regarding LGBTQ+ rights, a trend that has been particularly pronounced in the Commonwealth of Kentucky. While the mental health impacts of enacted laws are increasingly documented, a critical gap remains in understanding the psychological toll of the legislative debates themselves—the prolonged periods of public discourse surrounding the restriction of rights.

Methods: Utilizing data from the 2025 Queer Kentucky Survey (N = 817), this exploratory study examined the association between LGBTQ+ community belongingness and acute suicidality attributed specifically to anti-LGBTQ+ legislative …

The Functional Significance Of Plk1 Phosphorylation Of Nrf2 In Prostate Cancer Progression, Maria Nur

Theses and Dissertations--Toxicology and Cancer Biology

Prostate cancer progression and therapeutic resistance are closely linked to alterations in redox homeostasis and cell cycle regulation. Nuclear factor erythroid 2–related factor 2 (NRF2) is a master regulator of antioxidant responses, yet the mechanisms integrating cell cycle signaling with NRF2 activity in prostate cancer remain poorly defined. In this study, we identify polo‑like kinase 1 (PLK1) as a novel regulator of NRF2 through direct phosphorylation at serine 253 (S253). Using bioinformatic prediction, mass spectrometry, in vitro kinase assays, and cell‑based analyses, we demonstrate that PLK1 phosphorylates NRF2 at S253 in a cell cycle–dependent manner, with maximal phosphorylation during mitosis. …

Limitations Of Reproductive Manipulation By Bacterial Endosymbionts In A Spider Host, Jordyn D. Proctor

Theses and Dissertations--Entomology

Maternally inherited bacterial endosymbionts are common in arthropods. Many of these bacteria manipulate host reproduction to favor the production of infected females, thereby increasing bacterial prevalence in the host population, even if cost is incurred to the host. However, there are also many factors that may inhibit symbionts’ ability to spread in host populations, including environmental constraints, symbiont-imposed costs on the host, interactions with co-infecting bacteria, or host biology. I explored two aspects of symbiont biology within a spider host, Mermessus fradeorum (Linyphiidae), which has varying combinations of up to five different bacterial endosymbionts in local populations: Rickettsiella, Tisiphia …

Impacts Of Livestock Dewormers On Dung Beetle Foraging Choices Across Spatial Scales, Madison L. Kluge

Theses and Dissertations--Entomology

Dung beetles provide ecosystem services in pasture systems but are vulnerable to chemical residues in livestock dung. Parasiticides containing macrocyclic lactones (MLs) are used to control parasites in livestock and are excreted unmetabolized in dung, exposing non-target organisms to these compounds. We used a multi-scale approach to examine whether ML residues alter dung beetle foraging ecology. At the field scale, we assessed dung beetle abundance and community composition using traps baited with dung from untreated cattle and cattle treated with ivermectin, moxidectin, or eprinomectin across eight farms and natural areas. At a smaller scale, we conducted behavioral assays to quantify …

Assessing Interdisciplinary Learning And Knowledge: A State-Of-The-Art Review And Heuristic, Kacey Beddoes, Kristi Bartlett

Product Design Faculty Publications

Background – The need for interdisciplinary training is increasingly important, but assessing the effects of interdisciplinary education initiatives remains challenging. One of the leading difficulties is identifying and selecting the best instrument or technique for a given purpose.

Purpose -- To help researchers and educators identify available options and determine the best options for their purposes, we conducted a literature review and created a heuristic table of available techniques. Our review addresses the questions: 1) What domain-general techniques and instruments exist for assessing interdisciplinary learning or knowledge? 2) What research scenarios, populations, and questions are each technique or instrument most …

The Transport Of New Make Spirits Through American White Oak, Taylor E. Scott, Jarrad Gollihue, Michael P. Sama, Michael Shaffer, Brad J. Berron

Biosystems and Agricultural Engineering Faculty Publications

Why was the work done: The reduction of maturation loss is a significant opportunity for increased revenue in aged spirits and varies through several factors. This work aims to better understand maturation loss by isolating and measuring spirit flow through wood.

How was the work done: Bourbon stave disks were fabricated by computer numeric control milling and loaded into a sealed module consisting of flanges holding the stave disk over a liquid filled pipe. The modules were filled with new make spirit at 50, 62.5 or 70% ABV, with either liquid or vapour contact with the stave disk. Further, the …

Adaptive Control For A Robotic Bipedal Device Using A Hybrid Discrete-Continuous Reinforcement Learning Strategy, Karla Rincon-Martinez, Wen Yu, Isaac Chairez

Mathematics Faculty Publications

This research develops and implements a novel reinforcement learning (RL) architecture to address the trajectory-tracking problem in bipedal robotic systems under articulated-joint constraints. The proposed RL framework extends previously designed adaptive controllers characterized by state-dependent gain structures. The learning mechanism comprises two hierarchical adaptation layers: the first employs an adaptive dynamic programming (ADP) formulation to approximate the Bellman value function using a class of continuous-time dynamic neural networks. In contrast, the second uses an iterative optimization scheme based on the deep deterministic policy gradient (DDPG) algorithm. The resulting control strategy minimizes a robust performance index defined over the tracking trajectories …