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2026

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Math Toxicity: A Psychoanalytic Examination Of Blips And Belonging In Mathematics Education, Kimberly R. Kirstein Jan 2026

Math Toxicity: A Psychoanalytic Examination Of Blips And Belonging In Mathematics Education, Kimberly R. Kirstein

College of Graduate Studies: Theses & Dissertations

This dissertation examines how secondary mathematics education functions not only as a curricular and institutional structure but as a lived, relational, and affective experience for students. While mathematics education research has extensively documented patterns of achievement, access, and anxiety, far less attention has been given to how students come to experience mathematics as a site of threat, shame, and diminished worth. This study introduces the concept of math toxicity to describe the cumulative harm produced when mathematics operates as a gatekeeping mechanism that links performance to identity and value. Drawing on historical analysis, psychoanalytic theory, and autobiographical inquiry, this research …


Celebrities, Personalities, And Drinking Styles, Madeleine Krueger Jan 2026

Celebrities, Personalities, And Drinking Styles, Madeleine Krueger

College of Graduate Studies: Theses & Dissertations

This study replicated and extended the findings of Hill et al. by examining the influence of sociocultural factors, vulnerable and grandiose narcissism, and related psychological variables on drunkorexia behaviors. The replication was expanded to include body dissatisfaction and celebrity worship, as prior literature suggests these variables may be strongly associated with disordered eating and alcohol-related compensatory behaviors. Results indicated that body dissatisfaction emerged as a significant predictor of drunkorexia, supporting previous research that links negative body image with maladaptive weight-control behaviors surrounding alcohol consumption. Several limitations should be noted, including the use of a single-university sample, reliance on a cross-sectional …


Impact Of Tactical Breathing On Marksmanship And Cognitive Function After Anaerobic Fatigue In Law Enforcement Personnel, Jackson D. Gilleland Jan 2026

Impact Of Tactical Breathing On Marksmanship And Cognitive Function After Anaerobic Fatigue In Law Enforcement Personnel, Jackson D. Gilleland

College of Graduate Studies: Theses & Dissertations

Background: Tactical breathing is commonly used in law enforcement training to regulate stress, yet limited evidence exists regarding its acute effectiveness following physical fatigue. Purpose: To examine whether a brief tactical breathing intervention improves shooting performance and heart rate variability (HRV) following anaerobic fatigue in law enforcement officers. Methods: Thirty-eight officers completed baseline HR/HRV and a shoot/no-shoot scenario, followed by a maximal 500-m row and post-fatigue shooting. Participants were assigned to either a control group or a tactical breathing group, which received brief instruction and coaching before post-testing. Results: No significant between-group differences were observed for A-zone accuracy, shot time, …


Ai-Driven Penetration Testing For Arm Systems: A Comprehensive Framework With Experimental Validation, Matthew Ragsdale Jan 2026

Ai-Driven Penetration Testing For Arm Systems: A Comprehensive Framework With Experimental Validation, Matthew Ragsdale

College of Graduate Studies: Theses & Dissertations

The convergence of artificial intelligence and cybersecurity presents new opportunities for automated penetration testing capable of discovering, prioritizing, and remediating vulnerabilities at machine speed. However, deployment on resource-constrained ARM platforms remains unexplored despite ARM’s dominance in mobile, IoT, and edge computing with over 280 billion chips deployed globally. This thesis presents systematic experimental evaluation of AI-driven penetration testing across four paradigms—traditional machine learning, deep learning, large language models, and reinforcement learning—on three ARM platform tiers: Raspberry Pi 5 (8GB, Cortex-A76), Radxa ROCK 5B Plus (16GB LPDDR5 with NPU), and NVIDIA Jetson Nano (4GB with Maxwell GPU). The experimental framework generates …


Assessing Climate-Driven Shifts In Floral Resource Availability For Bees On Barrier Islands In The Southeastern U.S., Hannah Brown Jan 2026

Assessing Climate-Driven Shifts In Floral Resource Availability For Bees On Barrier Islands In The Southeastern U.S., Hannah Brown

College of Graduate Studies: Theses & Dissertations

Climate change can alter the timing of bee and angiosperm phenology, potentially reshaping the seasonal availability of floral resources for bee species. Although plant-pollinator phenology has been widely studied in temperate systems, less is known about these dynamics in subtropical coastal ecosystems, such as barrier islands in the southeastern United States. In this study, we examined climate-driven changes in bee activity and floral resource availability across 16 barrier-island sites spanning from Florida to Virginia. Using museum bee occurrence records, herbarium-derived flowering phenology models, site-specific floristic inventories, and published bee-plant interaction data, we estimated species-specific bee activity periods and daily floral …


Exploring The Impact Of Adverse Childhood Experiences On Preventive Healthcare Utilization In Rural Georgia, Ryan R. Traylor Jan 2026

Exploring The Impact Of Adverse Childhood Experiences On Preventive Healthcare Utilization In Rural Georgia, Ryan R. Traylor

College of Graduate Studies: Theses & Dissertations

This study examines the relationship between Adverse Childhood Experiences (ACEs) and preventive healthcare use among adults in Georgia, specifically within rural populations facing structural barriers. Using 2023 Georgia Behavioral Risk Factor Surveillance System (BRFSS) data, the research analyzes associations between ACE exposure, rural residence, and preventive care outcomes, including physical exams and flu vaccinations. Guided by an intersectionally adapted version of Andersen’s Behavioral Model of Health Services Use, the study evaluates how predisposing factors, enabling resources, and perceived barriers relate to healthcare engagement. Logistic regression analyses assess the correlation of ACE exposure, cost barriers, provider access, and sociodemographics with preventive …


Swimming In Uncertainty: Filling Data Gaps And Providing An Educational Platform For Beach Water Quality At Tybee Island, Georgia, Lukas Roberson Jan 2026

Swimming In Uncertainty: Filling Data Gaps And Providing An Educational Platform For Beach Water Quality At Tybee Island, Georgia, Lukas Roberson

College of Graduate Studies: Theses & Dissertations

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Swimming in beaches water contaminated with high levels of bacteria can make you sick. Current monitoring at the public beaches on Tybee Island consists of weekly monitoring and enumeration of fecal indicator bacteria that takes 24 hours for results. If the number of bacteria exceed regulatory limits, a public health advisory is issued, and affected waters are retested until …


Emotion Regulation: The Effectiveness Of Reappraisal And Potential Benefit Of Music, Ezra J. Greidinger Jan 2026

Emotion Regulation: The Effectiveness Of Reappraisal And Potential Benefit Of Music, Ezra J. Greidinger

College of Graduate Studies: Theses & Dissertations

Literature has supported potential benefits to cognitive reappraisal as a method of emotion regulation, as well as intentional music usage as an enhancer of these effects. It has been suggested that instruction be provided to individuals to use these methods, especially in highly stressed populations (Sakka et al., 2018). However, there has not been an experimental study to follow up on these claims. When instruction is provided, is cognitive reappraisal more effective than naturally developed habits in regulating anxiety, and would music enhance these effects? College students (N = 170) were randomly assigned to three treatment conditions: control, cognitive reappraisal, …


Examining Firefighter Perceptions Of Stress And Recovery Across A Shift And Engagement In Recovery Activities, Nathan T. Ebersole Jan 2026

Examining Firefighter Perceptions Of Stress And Recovery Across A Shift And Engagement In Recovery Activities, Nathan T. Ebersole

College of Graduate Studies: Theses & Dissertations

The occupational demands of firefighting, such as fire suppression and rescue tasks, working in hazardous conditions, inconsistent sleep patterns, and exposure to traumatic events, can lead to work-related injuries, burnout, and feelings of isolation. To date, there is limited research on the impact of a single work-shift on firefighter perceptions of stress and recovery and the recovery activities that may influence these perceptions. Thus, the purpose of this study was to examine the effect of a single work-shift on firefighter perceptions of stress and recovery status as well as the recovery activities firefighters choose to engage in. Forty-three firefighters across …


When The Gorenstein Projective Modules Are Precovering: A Survey On The Existence Of The Gorenstein Projective Precovers, Alexis L. Mcburney Jan 2026

When The Gorenstein Projective Modules Are Precovering: A Survey On The Existence Of The Gorenstein Projective Precovers, Alexis L. Mcburney

College of Graduate Studies: Theses & Dissertations

This thesis surveys known results on the existence of Gorenstein projective precovers and studies conditions under which the class of Gorenstein projective modules is precovering. In classical homological algebra, projective resolutions are used to study modules, while relative homological algebra replaces projective modules with a different class that must be precovering for resolutions to exist. Gorenstein homological algebra extends these ideas using Gorenstein projective modules. We review key developments by Jorgensen, Murfet and Salarian, Estrada, Iacob, and Yeomans, and Cortés and Saroch. We discuss the strongest known existence result, showing that Gorenstein projective precovers exist under suitable conditions; in particular, …


The Influence Of Localized Water Quality On Eastern Oysters (Crassostrea Virginica) And Their Internal Microbiome Under Changing Environmental Conditions, Jessie Rivera Lafreniere Jan 2026

The Influence Of Localized Water Quality On Eastern Oysters (Crassostrea Virginica) And Their Internal Microbiome Under Changing Environmental Conditions, Jessie Rivera Lafreniere

College of Graduate Studies: Theses & Dissertations

Oysters are found ubiquitously in estuaries along the Georgia coast, where marsh morphology and large daily tidal fluctuations create dynamic and stressful conditions to which oysters may be locally adapted. Based on water quality data from the Sapelo Island National Estuarine Research Reserve, it is evident that changing climatic conditions are rapidly causing shifts in water quality that may be adversely affecting oyster health, especially as ocean acidification alters the carbonate buffering capacity, increasing the amplitude of daily pH variations. Importantly, the rate of change of conditions are not uniform within estuaries, varying on spatial and temporal scales. The symbiotic …


Security-Oriented Voice Authentication Using Machine Learning, Ifeoluwa Stella Elegbe Jan 2026

Security-Oriented Voice Authentication Using Machine Learning, Ifeoluwa Stella Elegbe

College of Graduate Studies: Theses & Dissertations

This study develops and evaluates a machine learning and deep learning-based voice authentication system for secure identity verification. As traditional authentication methods such as passwords, PINs, and security tokens continue to face challenges, including identity theft, forgetting, and unauthorized access, voice biometrics offers a more secure, convenient, and user-friendly alternative, especially for remote, hands-free, and accessibility-focused applications. The study adopts a closed-set speaker identification framework, where the system determines the most likely speaker from a predefined group of enrolled users. A structured methodology is implemented, beginning with audio preprocessing and feature extraction. Key acoustic features, including Mel-Frequency Cepstral Coefficients (MFCCs), …


The Battle Of Eden Station: Locating The Linchpin In Sherman’S Savannah Campaign, Roberto J. Jorge Jr Jan 2026

The Battle Of Eden Station: Locating The Linchpin In Sherman’S Savannah Campaign, Roberto J. Jorge Jr

College of Graduate Studies: Theses & Dissertations

In December 1864, General William T. Sherman’s Union army approached Savannah, Georgia, towards the end of his “March to the Sea.” The Fifteenth Army Corps, part of Sherman’s Right Wing and commanded by General P. J. Osterhaus, crossed the Ogeechee River at Jencks and Wright’s Bridges, and advanced towards Station No.2 on the Central of Georgia Railway and the crossroads at Eden Station, located in Effingham County, Georgia. Three companies of the Tenth Battalion, North Carolina Heavy Artillery contested the crossing, falling back to multiple defensive positions before escaping by train in an effort to delay Sherman’s inevitable advance on …


Another Day's Journey: Birthing Brilliance Through Culturally Relevant/Responsive/Sustaining Pedagogies, Letitice Johnson Jan 2026

Another Day's Journey: Birthing Brilliance Through Culturally Relevant/Responsive/Sustaining Pedagogies, Letitice Johnson

College of Graduate Studies: Theses & Dissertations

This dissertation examines the implementation of culturally relevant/responsive/sustaining mathematics using hip-hop pedagogy with special education students. The theoretical frameworks for this include with Culturally Relevant Pedagogy (Ladson-Billings, 1995), Culturally Responsive Teaching (Gay, 2018), and Culturally Sustaining Pedagogy (Paris & Alim, 2014). Utilizing an autobiographical case study methodology, I examined the use of culturally relevant math tasks and hip-hop pedagogy with 3rd grade students with disabilities. From this study, the following findings emerged: (1). Learning environments characterized by hope, empathy, and critical agency can be cultivated through the use of community resources and structured classroom norms that promote support, collaboration, …


Effects Of A Context-Based Intervention On Sidelining Teacher Bias Toward Students With Attention-Deficit/Hyperactivity Disorder, Marisa Kortright Jan 2026

Effects Of A Context-Based Intervention On Sidelining Teacher Bias Toward Students With Attention-Deficit/Hyperactivity Disorder, Marisa Kortright

College of Graduate Studies: Theses & Dissertations

Students with Attention-Deficit/Hyperactivity Disorder (ADHD) often display behaviors such as inattention, impulsivity, and hyperactivity that may be perceived as disruptive in classroom settings. These behaviors can influence teachers’ responses and disciplinary decisions, which may be shaped by stereotypes or biases associated with ADHD diagnoses. This study examined whether a context-based intervention could reduce bias in teachers’ disciplinary decisions. Participants were 112 current or former elementary school teachers living in the United States who were recruited through the online recruitment platform Cloud Research. Using an experimental design, participants were randomly assigned to a neutral or empathetic intervention condition and evaluated student …


Mirroring Memory: Material, Reflection, And Becoming, Nila Mojaveri Jan 2026

Mirroring Memory: Material, Reflection, And Becoming, Nila Mojaveri

College of Graduate Studies: Theses & Dissertations

ABSTRACT

This thesis explores how memory shapes identity through material, reflection, and tactile processes. Drawing from my personal experience of migration from Iran and the emotional distance from home, the work examines memory as a shifting, layered, and embodied phenomenon rather than a fixed narrative. Through the use of mirror, clay, fabric, and paint, I investigate how materials can hold, reflect, and transform lived experience. Each material carries specific meaning: mirrors introduce fragmentation and reflection, clay records touch and grounding, fabric evokes softness and domestic memory, and paint creates atmosphere through layering and tone. Together, these materials form a visual …


A Community Affair: An Exploration Of The Queer Community, Nightlife, Performance Art And Their Adjacent Qualities, Tatiana M. Castro Jan 2026

A Community Affair: An Exploration Of The Queer Community, Nightlife, Performance Art And Their Adjacent Qualities, Tatiana M. Castro

College of Graduate Studies: Theses & Dissertations

This thesis explores the importance and roll of community in queer artwork, such as drag and burlesque and retroactively also all the work that I create. This paper aims to express this importance by exploring my personal relationship with building community. By interviewing performers selected through a customized-for-savannah voting process, I allowed the community to directly influence my thesis, as well as directly referencing photos of the hands of community members as a continued motif used throughout my work to represent community. This culminated in a two night thesis performance and installation  exhibition that explored performance and how its environment …


Sexual Dimorphism In The Immune Defense Mechanisms Against A Systemic Bacterial Infection In The Cat Flea (Ctenocephalides Felis), Ashley Lynch Jan 2026

Sexual Dimorphism In The Immune Defense Mechanisms Against A Systemic Bacterial Infection In The Cat Flea (Ctenocephalides Felis), Ashley Lynch

College of Graduate Studies: Theses & Dissertations

Fleas defend against infection through the activation of both humoral and cellular innate immune responses. Previous research in female cat fleas demonstrated increased immune activity following a systemic bacterial infection. However, comparable data for males and sex-based comparisons are limited. In this study, we investigated differences in innate cellular immune responses between male and female cat fleas following systemic infection with Gram-negative Escherichia coli. Bacterial load was quantified using colony-forming units 24 h post-infection. Immune function was assessed via phagocytic index and capacity. Survival and total circulating hemocyte counts were evaluated across infected, sterile-injected, and untreated groups. Male fleas …


Feasibility Of Quantifying The Dosage Of Zycotherm In Its Modified Asphalt Binders, Susmita Acharjee Jan 2026

Feasibility Of Quantifying The Dosage Of Zycotherm In Its Modified Asphalt Binders, Susmita Acharjee

College of Graduate Studies: Theses & Dissertations

The quantification of low-percentage additives in asphalt binders is challenging due to their minimal concentration and the complex composition of the binder matrix. Zycotherm, a nano-organosilane anti-stripping additive, is typically used in very small dosages (0.05%–0.20%), making its detection and quantification particularly difficult. This study investigated the feasibility of estimating Zycotherm dosage in asphalt binders by examining chemical and rheological and moisture responses. Two asphalt binder grades, PG 64-22 and PG 76-22, were modified with Zycotherm at dosages of 0.05%, 0.10%, 0.15%, and 0.20% by weight of binder, along with corresponding base binders. Laboratory experiments were conducted using Fourier Transform …


Cytonuclear Incompatibilities In Hybrid Systems: Oxidative Phosphorylation Capacity And Nuclear Marker Transmission Ratio Distortion In Hybrids Of An Introgressed Strain Of Parasitoid Wasp, Julie Kessler Jan 2026

Cytonuclear Incompatibilities In Hybrid Systems: Oxidative Phosphorylation Capacity And Nuclear Marker Transmission Ratio Distortion In Hybrids Of An Introgressed Strain Of Parasitoid Wasp, Julie Kessler

College of Graduate Studies: Theses & Dissertations

Speciation is an evolutionary process resulting in the divergence of populations into reproductively isolated species, a key concept that supplies our planet with an abundance of biodiversity. Mechanisms for speciation center on obstacles to fertilization and include post-zygotic barriers, such as intrinsic deleterious interactions, that arise in hybrid systems where genetic variants are combined. Genes from separate parent lineages are often incompatible due to the co-evolution of paired genes within a singular species not matching their complement genes in another species, and the result is a reduction in fitness of the hybrid when these genes come together. The mitochondrial OXPHOS …


Flexible Membrane Electrodes For Use In High-Capacity Lithium-Ion Batteries, David A. Denemark Jan 2026

Flexible Membrane Electrodes For Use In High-Capacity Lithium-Ion Batteries, David A. Denemark

College of Graduate Studies: Theses & Dissertations

Wearable electronic devices require high-capacity flexible batteries to improve user comfort and increase usage time per charge. In this thesis, flexible lithium-ion battery (LIB) electrodes are prepared using a novel and scalable phase inversion method, embedding one-dimensional SnO₂ nanowires and double-walled carbon nanotubes within a porous polyacrylonitrile asymmetric membrane. The optimized electrode delivered an initial specific discharge capacity of 915.93 mAh g⁻¹, approximately 2.5 times greater than conventional graphite anodes, with 61.99% capacity retention after 45 cycles. The incorporation of a carbon mesh substrate further enhanced both electrochemical and mechanical performance, achieving 89.46% capacity retention after 45 cycles and a …


Teacher Perceptions Of Social-Emotional Learning On Student Academic And Behavioral Performance, Kayla Zucco Jan 2026

Teacher Perceptions Of Social-Emotional Learning On Student Academic And Behavioral Performance, Kayla Zucco

Theses and Dissertations

This study explored teacher perceptions of the impact of social-emotional learning (SEL) on students’ academic and behavioral performance. Guided by two research questions examining how teachers perceive SEL influences academic outcomes and behavioral development, data were collected through open-ended interview questions among seven participants. The study aimed to better understand how educators conceptualize and implement SEL within classroom settings and how these practices are perceived to affect student success.

Thematic analysis of participant responses revealed several consistent findings. All participants (100%) reported a strong understanding of and confidence in their SEL knowledge, suggesting a shared sense of competence in this …


Percepción Del Docente Sobre El Uso Ético De La Inteligencia Artificial Generativa En Una Escuela Primaria De Nivel Básico En Puerto Rico, Leonardo Ramos Badillo Jan 2026

Percepción Del Docente Sobre El Uso Ético De La Inteligencia Artificial Generativa En Una Escuela Primaria De Nivel Básico En Puerto Rico, Leonardo Ramos Badillo

Theses and Dissertations

Esta investigación tuvo como propósito explorar la percepción de los docentes sobre el uso ético de la Inteligencia Artificial Generativa (IAG) en una escuela de segunda unidad en Bayamón, Puerto Rico, y su impacto en la integridad académica de los estudiantes. El estudio se fundamentó en dos marcos teóricos: la Teoría de la Elección Racional de Cornish y Clarke (1986), que permitió analizar cómo los educadores ponderan los beneficios y desafíos del uso de la IAG en el aula y, el Modelo de Aceptación Tecnológica de Davis (1989), que examina la actitud de los maestros hacia la integración de nuevas …


Explainable Ai-Driven Predictive Maintenance Curriculum For Smart Manufacturing, Abdullah Al Mamun, Murat Kuzlu, Katherine Smith, Vukica Jovanovic, Dalya Ismael, Adel El-Shahat, Angela Sicaja, Md. Hedayetul Islam Chy Jan 2026

Explainable Ai-Driven Predictive Maintenance Curriculum For Smart Manufacturing, Abdullah Al Mamun, Murat Kuzlu, Katherine Smith, Vukica Jovanovic, Dalya Ismael, Adel El-Shahat, Angela Sicaja, Md. Hedayetul Islam Chy

Engineering Technology Faculty Publications

Nowadays, Industry 4.0 has transformed manufacturing industries into a data-rich system driven by IoT, automation, and Artificial Intelligence (AI). Within this context, Predictive Maintenance (PdM) provides a proactive strategy that leverages heterogeneous sensor data such as vibration, acoustic, electrical, and visual signals along with historical performance and advanced analytics to forecast equipment failures before they occur. Usually, AI-driven PdM (AI-PdM) enhances this capability by integrating AI-based sensor analytics to automate fault prediction and optimize system reliability. However, traditional AI-PdM often functions as a “black box,” providing limited interpretability of its decision-making process and posing challenges for trust, validation, and human …


Data-Driven Prediction Of Compressive Strength In Pofa-Modified Concrete: A Comparative Study Of Lr, Nlr, And Ann Models, Shuaaib A. Mohammed, Hawdin Ismael Ibrahim, Diar Fatah Abdulrahman Askar, Hersh F Mahmood, Mehdi Khodaei, Soran Abdrahman Ahmad Jan 2026

Data-Driven Prediction Of Compressive Strength In Pofa-Modified Concrete: A Comparative Study Of Lr, Nlr, And Ann Models, Shuaaib A. Mohammed, Hawdin Ismael Ibrahim, Diar Fatah Abdulrahman Askar, Hersh F Mahmood, Mehdi Khodaei, Soran Abdrahman Ahmad

Mansoura Engineering Journal

Production of concrete results in high CO2 emissions, high energy demand, and consumption of various raw materials; however, it is one of the most widely used materials in construction to date. Therefore, researchers aim to minimize the impact of concrete production through various methods, such as introducing sustainable sources of materials that can be used in concrete. For instance, agricultural waste materials can be used as partial cement replacement. This study presents a comprehensive data-driven analysis of the effects of POFA on the properties of normal-strength concrete. By synthesizing a database of 196 experimental datasets from existing literature, three …


Recycling Of Plastic Into Fibers Using A Novel Machine Design And Analysis Of Fiber Characteristics, Mahmoud Khamees, Nasser Ayoub, Sabreen Addullah Abdelwahab, M. M. Maghawry Jan 2026

Recycling Of Plastic Into Fibers Using A Novel Machine Design And Analysis Of Fiber Characteristics, Mahmoud Khamees, Nasser Ayoub, Sabreen Addullah Abdelwahab, M. M. Maghawry

Mansoura Engineering Journal

This study presents a modified extrusion-based recycling system with an improved nozzle design and controlled fiber production capability. The machine was conceptualized and fabricated to efficiently process waste plastic and extrude it into fibers of varying diameters. The study focuses on evaluating how fiber diameter influences critical material properties. Microstructural analysis by scanning electron microscopy (SEM) was conducted to investigate the morphology and fiber diameters, while tensile testing provided insights into mechanical performance, including strength and elongation. Moisture absorption tests were also performed to assess durability and environmental resistance. The results demonstrate clear correlations between fiber diameter and the examined …


Federated And Explainable Spiking Neural Networks For Fair And Privacy-Preserving Nail Disease Diagnostics, Ch Pavani Reddy, Krishnanaik Vankdoth Jan 2026

Federated And Explainable Spiking Neural Networks For Fair And Privacy-Preserving Nail Disease Diagnostics, Ch Pavani Reddy, Krishnanaik Vankdoth

Mansoura Engineering Journal

Automated nail disease diagnostics provide a non-invasive pathway for identifying underlying systemic health conditions; however, conventional centralized deep learning approaches often raise concerns related to privacy, fairness, and interpretability. Although the original NeuroNail-SNN framework demonstrated an energy-efficient and edge-ready diagnostic solution, its broader clinical adoption remained limited by unresolved trust, transparency, and ethical considerations. In this study, we propose the Federated and Explainable NeuroNail-SNN, which extends the original spiking neural architecture by integrating federated learning (FL), explainable artificial intelligence (XAI), fairness evaluation, and uncertainty quantification within a unified framework. Federated learning enables decentralized model training across hospitals and mobile clinics …


Event-Related Potential Variation In Response Accuracy: A Comparative Analysis Using Mne-Python, Akash Rajak, Sachin Umrao Jan 2026

Event-Related Potential Variation In Response Accuracy: A Comparative Analysis Using Mne-Python, Akash Rajak, Sachin Umrao

Mansoura Engineering Journal

Event-Related Potentials (ERPs) are extensively employed in the examination of neural responses linked with cognitive processing and changes in brain activity. In this work, we conducted a comparative analysis of ERPs on a publicly available EEG dataset (122 subjects, alcoholic and control groups) with the help of the MNE-Python framework. The 64 electrodes for EEG were placed according to the international 10 - 20 system, and EEG was sampled at a 256 Hz sampling rate over 1-second epochs. The preprocessing pipeline consisted of 1 - 40 Hz bandpass filtering, noise reduction, spectral computation, and ERP waveform analysis. Temporal neural activity …


Optimisation Of Stepped Basin Solar Still With Response Surface Methodology And Machine Learning Methods, M. Balamurugan, V. Santhanam, B. Deepanraj, S. P Manikandan, M. Yuvaperiyasamy, N. Senthilkumar Jan 2026

Optimisation Of Stepped Basin Solar Still With Response Surface Methodology And Machine Learning Methods, M. Balamurugan, V. Santhanam, B. Deepanraj, S. P Manikandan, M. Yuvaperiyasamy, N. Senthilkumar

Mansoura Engineering Journal

This research focuses on enhancing the distillate output of a stepped basin solar still by optimizing key operational variables using Response Surface Methodology (RSM) and advanced machine learning techniques. As water scarcity remains a critical global challenge, solar stills offer a viable, sustainable solution for desalination. These systems offer an energy-efficient approach to converting saline water intofreshwater, providing an alternative to conventional desalination methods. The primary objective was to investigate how variations in solar radiation, step height, and water inlet temperature influence the productivity of the stepped basin solar still. The solar radiation ranged from 600 to 1000 W/m², the …


Integrative Machine Learning Of Genetic And Lifestyle Factors For Personalized Skin Health, Yassine Benachour, Lina Maloukh, Barbara Geusens Jan 2026

Integrative Machine Learning Of Genetic And Lifestyle Factors For Personalized Skin Health, Yassine Benachour, Lina Maloukh, Barbara Geusens

All Works

Objective: To develop an AI framework that combines genetic, phenotypic, and lifestyle data for profiling skin-health patterns and generating hypothesis-supporting summaries for potential decision support. Methods and procedures: A dataset of 5,254 individuals integrates six genes (FLG, AQP3, MMP-1, MMP-3, SOD2, GPX), six phenotype severities, and 20+ lifestyle factors. Mutation burden and interactions are tested by ANOVA. K-modes clustering identifies four interpretable dermatological profiles within the cohort and is embedded in leakage-free nested cross-validation (train-only selection; test labels from training centroids). Subtypes are predicted from genetics plus lifestyle using an XGBoost (XGB) classifier; explainability uses gain, permutation importance, and SHAP …