Digital Commons Network^™

Lidar-Based Framework For Detecting Suspicious Human Activities, Ahd Aljumah, Charalampos Antoniadis, Hakim Ghazzai, Nawfal Guefrachi, Ahmad Alsharoa, Gianluca Setti

Electrical and Computer Engineering Faculty Research & Creative Works

This study explores the development of Human Activity Recognition (HAR) systems capable of identifying suspicious activities to enhance security in public spaces. We propose an innovative solution that integrates LiDAR sensors with deep learning technologies. Our method employs advanced models operating on LiDAR point cloud, PV-RCNN for human detection, and LidarGait++ for classifying activities into categories such as standing or walking (non-suspicious) and sneaking or fighting (suspicious). Due to the scarcity of suitable real-world datasets for training such systems, we utilize a 3D simulation tool, Blender, to create realistic environments and generate labeled point cloud data. This synthetic dataset allows …

A Randomized Controlled Trial In A Teaching Hospital Comparing The Outcomes Of ‎Single-Layer Versus Double-Layer Uterine Suturing With Polyglactin In The Development ‎Of Uterine Niche Following Caesarean Section, Ahmed A. Kassab, Ali E. Khayal

Journal of Medicine in Scientific Research

Background Caesarean section (CS) rates are rising globally, with Egypt reporting one of the highest rates. A potential complication of CS is the development of a uterine scar defect, or niche, which may be associated with abnormal bleeding, dysmenorrhea, and infertility. The technique of uterine closure may play a significant role in the prevention of niche formation. Aim To evaluate the effectiveness of double-layer uterine closure versus single-layer closure in preventing niche formation after a first CS, as assessed by transvaginal ultrasound (TVUS) at six weeks postpartum. Methods This randomized controlled trial was conducted at Mataryia Teaching Hospital, Cairo, including …

The Impact Of Congenital Heart Disease On The Timing Of Alzheimer's Disease In Down Syndrome, Julianne G. Clina, Brian C. Helsel, Sigan L. Hartley, David A. White, Victoria L. Fleming-Batayneh, Benjamin Handen, Bradley Christian, Elizabeth Head, Mark Mapstone, Christy L. Hom, Beau Ances, Jeffrey Burns, H. Diana Rosas, Florence Lai, Sharon Krinsky Mchale, Joseph H. Lee, Frederick A. Schmitt, Jordan Harp, Ira T. Lott, Shahid Zaman, Lauren T. Ptomey

Neurology Faculty Publications

INTRODUCTION: The incidence of Alzheimer's disease (AD) in Down syndrome (DS) exceeds 90%. Approximately 50% of people with DS have congenital heart disease (CHD). Having CHD increases risk for early-onset AD in populations without DS, but it is unclear if CHD influences AD in DS. METHODS: Data from the Alzheimer Biomarker Consortium-Down Syndrome (ABC-DS) were used. Participants with CHD (n = 82, mean age = 39.9 ± 8.5 years, 97.6% White race) were age- and sex-matched to participants without CHD (n = 82, mean age = 40.5 ± 8.1 years, 98.8% White race). Cognitive assessments and Centiloid load (CL) (positron …

Hyperacute Interleukin-1Β Production And Neutrophil Extracellular Trap Formation In The Cerebral Circulation Of Stroke Patients With Large Vessel Occlusion, Justine Münsterberg, Caspar Brekenfeld, Hanna Englert, Marius Piepke, Regine J. Dress, Martin Oertel, Tina Fischer, Romy Hackbusch, Mingming Zha, Haodi Cai, Christian Casar, Ines S. Schädlich, Leo Winter, Alina Jander, Karoline Degenhardt, Maxim Bester, Fabian Flottmann, Uta Hanning, Brigitte Holst, Anna Worthman, Johanna Hiefner, Berenike Rutz, Eckhard Schlemm, Götz Thomalla, Bettina H. Clausen, Ann M. Stowe, Immo Prinz, Thiruma V. Arumugam, Markus Glatzel, Thomas Renné, Jens Fiehler, Eva Tolosa

Neurology Faculty Publications

Objective: Cerebral ischemia remains a major cause of disability, and the contribution of the hyperacute immune response is increasingly recognized. The aim of this study was to investigate the local inflammatory response in the affected brain of stroke patients with large vessel occlusion during the hyperacute phase of stroke. Methods: To decipher the role of myeloid immune cells in stroke-induced inflammation, we performed an unsupervised multiomics analysis of innate immune pathways in ischemic blood obtained directly from the occluded middle cerebral artery in 54 patients undergoing mechanical recanalization. Paired nonischemic arterial blood served as an internal control. Results: Stroke triggered …

Decoding The Human Pbmc Isonome, Patricia Hayes Doyle, Madeline L. Page, J. Anthony Brandon, Bernardo Aguzzoli Heberle, Brendan J. White, Ann Marie Stowe, Mark T.W. Ebbert

Neurology Faculty Publications

Long-read single-cell RNA sequencing provides an opportunity to understand human health and disease at a level difficult to resolve with bulk or short-read methods. This approach enables isoform-level investigation of cellular diversity and disease mechanisms and definition of cell-types, rather than using genes alone. Using a modified, microfluidic-free PIPseq workflow and computational pipeline adapted for Oxford Nanopore long-read sequencing, we generated the largest long-read single-cell dataset of human peripheral blood mononuclear cells (PBMCs) from a single donor to date, the first with sufficient cell numbers to detect megakaryocytes. This study profiled isoform usage across immune cells, integrating marker expression and …

Microscopic Insights On Shear Rheology Of Polyampholyte Ionomers Via Molecular Simulations, Kyle Vonscio

Williams Honors College, Honors Research Projects

Ionomers are polymers that contain a small fraction of charged groups. The ionic attraction of charged groups allows ionomers to act similarly to crosslinked polymers. Depending on the strength of electrostatic interactions and structure of the ionomers, different dynamics and rheological responses can be observed. With moderate attraction between ions, these noncovalent crosslinks can be broken when heated, allowing ionomers to flow and show the strength of a crosslinked network at low temperatures. Nonequilibrium molecular dynamics (NEMD) simulations will be performed under shear in the xy-plane and the macroscopic rheology and conformation of the polyampholyte ionomer will be determined. The …

A 1d Symmetric Interior Penalty Discontinuous Galerkin Solver In Rust, William Aey

Williams Honors College, Honors Research Projects

This honors project will build a 1D Symmetric Interior Discontinuous Galerkin (SIPDG) solver in Rust for Stum-Liouville type problems such as the Poisson equation, with Robin, Dirichlet, and Neumann boundary conditions. The work will cover the full pipeline: starting from the strong form of the PDE, deriving the DG weak form, implementing element and interface operators, and assembling or apply the discrete operator. Rust's safety and concurrency (e.g, via Rayon) will be used to explore serial and parallel performance. A test-driven development approach will be used to maintain a strong suite of tests. The project will result in a documented …

Determining Critical Micelle Concentrations Of Standard Surfactants And Rhamnolipids, Kathryn E. Kunz

Williams Honors College, Honors Research Projects

My proposed project will study the critical micelle concentration (CMC) of rhamnolipids using the pendant-drop and drop-weight methods. First, the critical micelle concentrations of ionic and nonionic common surfactants will be tested. Sodium Dodecyl Sulfate (SDS) will be used as an ionic surfactant and Tween 20 will be used as a nonionic surfactant. The critical micelle concentrations will be determined using the pendant-drop and drop-weight methods. The experimental results from the standard surfactants compared to their accepted values will be tested to assist with determining a more suitable approach. Completing the tests will provide a better understanding of critical micelle …

From Curiosity To Code: Using Ai As A Tool For Phenomenon-Based Chemistry Teaching, Allie M. Chambers

Williams Honors College, Honors Research Projects

In recent years, there has been an increased emphasis on integrating phenomena-based learning into science classrooms. This instructional approach engages students with real-world events that make scientific concepts more understandable and gives the students a personal connection to their education. However, implementing phenomena-based instruction proves to be a challenge to novice and veteran educators alike.

This project explores, through the lens of an education student, the struggle of implementing phenomena events. Starting with reflections on how lessons can be revised/ constructed to involve a phenomena event and a personal comparison of the difficulty of integrating these events without and with …

Supporting Mothers Within The Criminal Legal System: Programs In Akron And Perceptions Of “Good Motherhood”, Brynn R. Lewis

Williams Honors College, Honors Research Projects

This paper examines the programs and support systems available in Akron, Ohio, for mothers involved in the criminal legal system, including defendants, survivors, and other justice-involved individuals. Using qualitative interviews (n = 6) with professionals across courts, legal defense, community corrections, and advocacy organizations, this study examines how local institutions provide resources and support to mothers. Findings indicate that while programs aim to promote stability and rehabilitation, mothers face persistent barriers such as limited access to transportation, childcare, and communication, as well as heightened stigma tied to societal expectations of caregiving. These findings reveal that institutional support both reflects and …

Synaptic Connectivity Of Rod Bipolar Cells In The Mouse Retina: A Connectomic Analysis Using Webknossos, Harold F. Eshun

Williams Honors College, Honors Research Projects

Rod bipolar cells (RBCs) are key interneurons in the mouse retina that transmit signals from rod photoreceptors to downstream amacrine and ganglion cells under scotopic (low-light) conditions. Although their general morphology and function are well established, the fine-scale organization of their synaptic inputs and outputs remains incompletely characterized. This project aims to map the pre- and postsynaptic partners of a fully reconstructed rod bipolar cell using the Yu volume, a serial block-face electron microscopy dataset from the ventral retina of an adult wild-type mouse. Using the webKnossos platform, I identify synaptic ribbons in the axon terminals of the rod bipolar …

An Investigation Into The Potential Role Of Thioester Bonds In Prebiotic Atp Synthesis, Adam J. Ruf

Williams Honors College, Honors Research Projects

In this project I will attempt to show a potential prebiotic pathway for the synthesis of ATP. This pathway involves the use of thioester bond containing molecules, as derivatives of these bonds have been shown to exhibit enzyme-like catalytic properties. Nuclear magnetic resonance spectroscopy will be utilized to characterize each step of the pathway to ensure it is successful.

Lunar Regolith Densometer, Liam Lee, Vincent Innocenzi

Williams Honors College, Honors Research Projects

Testing of extraterrestrial rovers is a growing concern as lunar exploration as an industry is becoming increasingly commercialized. Currently, the way rover testing is conducted is on a soil regolith which is already available. The structure of the soil, however, is harmful to humans and requires a full bunny suit and respirator to be worn during the conduction of the experiment. This limitation, along with the expensive price tag, prevents college university students and companies from establishing a rover test area in labs. The goal of the overall project is to create a safer testing environment by mimicking the soil-to-tire …

Redrawing Anatomy: Addressing Female Genital Underrepresentation In Educational Texts, Clara E. Krohn

Williams Honors College, Honors Research Projects

The fight for female equality in the historically male dominated medical field is an ongoing battle. This project focuses primarily on the underrepresentation of female genitalia in undergraduate academic textbooks. A dissected pelvis of a female cadaver was initially examined. Pictures were obtained with scale bars to accurately depict size of the structures included. Underrepresented structures such as the clitoris and the broad ligament were closely examined along with the reproductive system as a whole. The pictures compiled along with further research were used to design a portfolio of diagrams and a survey to be later administered. The survey was …

Age-Related Ultrastructural Differences In The Dorsal Cortex Of The Inferior Colliculus In The Fischer Brown Norway Rat, Kylee M. Tenney, Dakota Smallridge, Gillian Barach, Gurveer Singh, Erin Beskitt, Justine Busby, Syllissa Duncan, Alexa Wawrzyniak, Brenda Vega, Nick Tokar, Andrew Ohl, Jesse Young, Jeffrey Mellott

Williams Honors College, Honors Research Projects

The inferior colliculus is a nucleus in the auditory midbrain that plays an important role in sound and speech processing through how it encodes temporal precision. Temporal precision depends on the balance of inhibition and excitation within the IC. This balance degrades during aging. Age-related changes in synapses have been described in the lemniscal IC as a contributing factor for this imbalance. However, it is unknown if aging affects synapses throughout the non-lemniscal IC in a similar manner. We sought to determine this by examining the dorsal cortex of the IC. The ICd is a non-lemniscal nucleus that is well …

The Impact Of Night Shift On New Nurses: Effects On Mental Health And Work-Life Balance, Avery Windham, Abby Maruskin, Elizabeth Yoder

Williams Honors College, Honors Research Projects

This research examines the impact of night shift schedules on new nurses' mental health and work-life balance as they transition into professional practice. The transition from nursing school to the workforce presents challenges that are further compounded by shift work, which can disrupt circadian rhythms and contribute to stress, fatigue, and reduced job satisfaction. The purpose of this research is to evaluate how starting on night shift versus day shift influences nurses’ self-evaluation of work-life balance within their first year of practice. This systematic review synthesizes findings from peer-reviewed sources to assess the physical, emotional, and professional consequences of night …

Effects Of Hofmeister Ions On Lower Critical Solution Temperatures Of Poly(N-Isopropylacrylamide) And Poly(Vinyl Methyl Ether), Joseph Joaquin

Williams Honors College, Honors Research Projects

The goal of this study is to compare how four different Hofmeister anions (Cl-, SCN-, F-, and I-) affect the Lower Critical Solution temperature (LCST) on two thermo-responsive polymers: poly(N-isopropylacrylamide) (pNIPAAM) and poly(vinyl methyl ether) (PVME). pNIPAAm is commonly used in the environmental applications such as monitoring, oil-water separations, or antifouling materials, and in medical industry from drug delivery to tissue engineering. When pNIPAAM or PVME reaches a temperature above their LCST, they become hydrophobic, and the polymer chains coiled, leading to their aqueous solutions turn opaque. PVME exhibits a similar LCST as that of pNIPAAM, so it can be …

Proceedings Of The Eleventh Annual Indiana Stem Education Conference: Stem Journeys, William S. Walker Iii, S. Selcen Guzey

Indiana STEM Education Conference

The Proceedings of the Eleventh Annual Indiana STEM Education Conference are edited by the Center for Advancing the Teaching and Learning of STEM (CATALYST, https://www.education.purdue.edu/catalyst/) at Purdue University. The theme for the 2026 conference is STEM Journeys, celebrating the multiple pathways and experiences that advance student learning in STEM education.

Optical Fibre Raman Spectroscopy: A Potential Novel Sensor System For Monitoring The Durability Of Concrete Structure, Yanfei Yue, Jingjing Wang, P. A. Muhammed Basheer, Yun Bai

International Conference on Durability of Concrete Structures

Concrete during its service lifetime, is exposed to and also interacts with the environment (such as CO2, SO42- & Cl-), which would trigger deterioration mechanisms and subsequent durability degradation. Recent decades have witnessed an increased worldwide interest in the development and application of built-in sensor networks for the purpose of continuous Structural Health Monitoring (SHM) of concrete structures. However, the existing sensors face some challenges such as the limited long-term stability and impossibility of recalibration of some optical fibre sensors. Raman spectroscopy is a vibrational technique, demonstrating unique advantages of ‘spectroscopic fingerprint’, fast response and nondestructive nature. During the past …

Breech Baby, Madison Kaufman, Cassidy Allen, Lilian Mills

Williams Honors College, Honors Research Projects

Our project aims to develop a non-invasive device to assist in turning breech babies to a head down position before delivery. Pregnant women facing breech presentations often need safe and effective solutions, yet current options like external cephalic version (ECV), maternal positioning techniques, and cesarean sections can present challenges. Key barriers include variability in maternal and fetal anatomy, patient comfort, compliance, and training for healthcare providers, along with cost and insurance concerns.

Our innovative device will address these issues by providing clear guidance and support throughout the process. It will prioritize minimizing discomfort and risk, ensuring adaptability for various stages …

Spiders In The World Of Pesticides: A Review, Jackson L. Mendillo

Williams Honors College, Honors Research Projects

Pesticides and other agrochemicals have varying effects on spiders depending on their mechanism of action and dosage, ranging from behavioral changes and ataxia, to reproductive changes and physiological stress, to lethal non-target effects. Additionally, peptide Hv1a has promising effects as a more narrow-spectrum pesticide.

The Cross Cultural Study Of Self-Ideation: Eastern Vs Western, Florencia Suhartono

Williams Honors College, Honors Research Projects

Self-Ideation behavior, a topic that although is increasing in awareness, is also increasing in victims as well. One thing is very clear however, both the Eastern and Western countries still see suicide and its related attitude in a taboo perspective. Regarding this, factors of various customs of each respective country will be further explained; taking note on how their contrasting cultural differences may potentially feed on the self-harming attitude that each victim may have developed. It will continue on explaining the more specific details on how each side of the world reacts when a person declares their self-ideating thoughts, studying …

Surface Immobilization Of Stimuli-Responsive Polymers Using A Network Of Aminopropyltriethoxysilane, Walter Bungard, Ryan Nixon

Williams Honors College, Honors Research Projects

The goal of this honors project is to develop a cost-effective and accessible method for entrapping stimuli-responsive polymers onto solid substrates using aminopropyltriethoxysilane (APTES). The entrapment network process will first be replicated on glass or silicon using APTES and poly(N-isopropylacrylamide), involving spin coating and thermal annealing to chemically bond the polymer to the substrate. Once validated, the method will be applied to other stimuli-responsive polymers, including thermo-responsive, electroactive, and pH-sensitive types, with APTES as a control. For each sample, film stability, responsiveness, and surface behavior will be evaluated using contact angles, optical microscopy, and spectroscopic analysis, followed by statistical evaluation. …

Pipeline Corrosion And Relevant Microbial Influence, Renee E. Bamberger

Williams Honors College, Honors Research Projects

This study investigated the role of microbial activity and oxygen availability in the corrosion of carbon steel pipelines with a focus on microbially influenced corrosion (MIC). Sediment collected from Old Woman Creek, Ohio, was used to simulate natural soil conditions, and carbon steel coupons were incubated under four treatments: nonsterile oxic, nonsterile anoxic, autoclaved oxic, and autoclaved anoxic over 85 days. Corrosion was assessed through mass loss measurements and the analysis of pH, sulfate, chloride, and dissolved iron concentrations. The greatest mass loss was observed in autoclaved oxic conditions, contrary to the initial hypothesis that microbial activity would greatly enhance …

Reconnecting The Body With Nature: Inspired By Advances In Biomimicry, Elyse M. Orosa

Williams Honors College, Honors Research Projects

Reconnecting the Body with Nature: Inspired by Advances in Biomimicry will visually address the symbiotic relationship between nature and humans. The drawing series is inspired by the growing design field of biomimicry and its technological and architectural innovations influenced by nature’s systems and physical adaptations. Just as nature is limited by human misuse, humans are physically and neurologically limited by the state of the environment, and with this, form and function of both nature and humans will be equally represented and explored throughout the body of work presented. Biomimicry can help solve environmental issues such as rising CO2 emissions and …

The Connection Between Medicaid And Obesity In Northeast Ohio, Sophie Kheder, Emmie Kelley

Williams Honors College, Honors Research Projects

Obesity is a major public health concern in the United States that is projected to increase exponentially over the next few years. Obesity is commonly associated with a lower socioeconomic status. Lower-income individuals tend to be supported by Medicaid, a federal insurance program for low-income Americans. Prior studies have shown a positive correlation between income status and obesity prevalence. Our goal was to find if there was a correlation between Medicaid patients and obesity in Northeast Ohio, to provide physicians with a set of characteristics to better combat obesity, since preventative and treatment guidelines are tailored to national trends. We …

Morphological Variation Of The Clavicular Rhomboid Fossa: Bilateral Asymmetry, Sexual Dimorphism, And Environmental Influences, Michaela Tucker, Skylar Hall

Williams Honors College, Honors Research Projects

Morphological variation on the clavicle, specifically the rhomboid fossa, may be impacted by age, sex, laterality, and mechanical stress. Occupational stress and loading conditions lead to bone remodeling and adaptation to change, altering the costoclavicular ligament site. A sample of 94 bilateral clavicles from individuals ages 16-40 years was analyzed using computer tomography (CT) and 3-dimensional reconstruction. Clavicles were categorized into five groups: flat, smooth, elevated, depressed, and pitted. Chi-squared analyses were used to test associations between morphology and age, side, and history of strenuous lifting. Significant differences were observed between class and sex for the leftsided clavicle group. Female …

An Exploration Of The Status And Legacy Of The Latin Language, Jean M. Allison

Williams Honors College, Honors Research Projects

The Latin language, widely referred to as a "dead language," has historically held a great influence throughout various cultures and dialects, still holding some of this importance in the contemporary world. This project intends to explore these influences, both modern and historical, as well as how the language is now considered dead. A variety of written material spanning several centuries will be utilized to examine these aspects of the project posed within the presented overarching theme. All of the relevant information from these texts will ultimately be summarized and critically detailed within a written report that displays the findings of …

Effects Of Warmer Springs And Urbanization On The Nest Choice Of Temnothorax Ants, Keana Royce

Williams Honors College, Honors Research Projects

Climate change is altering winter and spring conditions in northeast Ohio, with urbanization and the urban heat island effect likely intensifying these changes. This preliminary study examined how Temnothorax ants alter nest-site preference in response to climate change and urbanization. I hypothesized that colonies exposed to warmed treatments would select hickory nuts to buffer against thermal/urban stressors. Identical in situ experimental setups were deployed at a rural site and an urban site and data collection occurred from late winter to early spring. Control colonies experienced ambient temperatures while experimental colonies were warmed +4°C above ambient temperatures. Colonies had the choice …

C. Difficile Detection Method For First Responder Glove Application, Alli N. Senedak

Williams Honors College, Honors Research Projects

Clostridioides Difficile (C. diff) is a Anaerobic Gram-positive bacillus that is capable of spore formation, making it difficult to control its spread and duration in clinical environments. This phenomenon can provide danger to first responders, healthcare workers, and patients. The goal of this project is to create a biosensor capable of detecting C. diff in a clinical setting that can be applied to a glove apparatus. The project will involve the use of C. diff aptamers activated on the surface of an electrode. Once surface activation has been verified via surface analysis, the electrodes will be exposed to C. diff …