Digital Commons Network^™

Transformer-Based Language Models For Bitcoin Market Prediction And Interpretation, Erich Gozebina

Masters Theses

"In the context of a Master's thesis in applied mathematics, this work investigates compact transformer-based language models as an instrument for Bitcoin-related predictions and decision support. The work connects three topics: the structure of the Bitcoin system and its data, the mathematical and algorithmic foundations of deep autoregressive transformers, and the design of practical training pipelines for financial applications. On this foundation, a reproducible ETL pipeline for Bitcoin data is developed and two forecasting experiments are conducted with the compact language model nanochat. The first experiment approaches the prediction of next-day price movements through autoregressive next-token generation based on structured …

Characterizing A Delay-Programmable Two-Color Femtosecond Light Source For Coherent Control Of Atomic Multi-Photon Ionization Processes, Mason Tanner Toombs

Masters Theses

"In this work a delay-programmable two-color femtosecond laser based on a chirped-seed noncollinear optical parametric amplifier was characterized. This design utilizes a titanium-sapphire crystal oscillator to generate broadband pulses of light spanning approximately 600-1200 nm, with a pulse duration of ~5 fs, repetition rate of 80 MHz, and pulse energy of ~2.5 nJ. An infrared portion of the light, spanning approximately 1020-1060 nm, is split off from the pulse and used to generate a pump beam. By dispersing the remaining seed beam and controlling the relative timing delay between the seed and the pump, tunable frequencies within the seed can …

The Occurence Of Expansive Clay Soils In Illinois And Their Effects On Shallow Lightly Loaded Foundations, Greg James Gollaher

Masters Theses

"The damage caused to shallow foundations and slabs on grade by the shrink-swell activity of clay soils is well documented across the United States. There are local and national resources available that delineate areas that are problematic and areas that are not. These resources paint Illinois as an undemanding foundation environment. However, our experience differs from this. Our experience tells us that damage related to the shrink-swell activity of clay soils is widespread, and commonly severe causing not only cosmetic damage to structures and hard improvements but also affecting the serviceability and longevity of structures. My goal is to accurately …

Structured Decomposition And Efficient Adaptation For Scientific Data Movement: From Transfer Concurrency To Genomic Data Acquisition, Rasman Mubtasim Swargo

Masters Theses

"The end-to-end performance of scientific data movement is increasingly limited not by raw network capacity but by whichever resource along the path is momentarily slowest, a bottleneck that no single static configuration can track. This thesis argues that the right response is to decompose each problem along the resource or workflow axis where bottlenecks vary, adapt only the genuinely dynamic control variables at runtime, and make that adaptation efficient through utility-guided or offline-learned control rather than expensive online search. The thesis develops this principle through four systems of widening scope. AutoMDT decomposes a transfer by operation, assigning separate concurrency levels …

The Turning Of The Years, Katie L. Smith Lopez

Masters Theses

This thesis explores the exquisite interplay of moments that matter in brief human interactions. The Critical Paper focuses on the contrasting literary theories of Reader-Response Criticism and Psychoanalytic Criticism, which illustrate the varying ways readers engage with written works. The Artist Statement provides insight into the origin story of the writer and the variety of influences that led to the lyrical field of writing. The Creative Manuscript features a substantial portion of the writer’s memoir. Titled “The Turning of the Years,” this memoir-style work is anchored by significant life events that occurred near the writer’s impactful birthdays. An undercurrent of …

Aeolian Tones: A Book Of Minor Poetry About Isolation And The Space Between Disconnection And Connection, Thaddeus Tague

Masters Theses

This is the artistic statement for Aeolian Tones, the poetry chapbook that will serve as my thesis. In this accompanying paper, I explore the vision, process, and inspiration behind the various themes in the chapbook, as well as the overall goal. I hope to provide personal context for the writing's purpose, as well as offer reflections and interpretive guidelines for how the poetry can and should be understood. In this work, I aim to provide a space for readers seeking reflections on loneliness, healing, profound pain, and disconnection.

Next, the literature review will examine ten modern works of minor non-epic …

Anvilstorm: The Dweller's Crown, Todd Gaige

Masters Theses

The thesis explores a personal vision for the original manuscript of The Dweller’s Crown, and the impact of setting in literature and world-building. The thesis also shares a variety of characters and how they represent themes of belonging, acceptance, unity, faith, and friendship. From the very beginning, the strong bonds between Araad, Thomble, Atlee, Sylvan, and Mereth distinguish the world of Thir Thodim apart. This thesis and the following chapters focus on the characters' deep desire to protect their beloved world. It is through their faith in one another and shared goals of survival and preservation that they set out …

Gospel-Centric Liturgy For Contemporary Worship: A Biblical Basis For Locally Crafted Worship Songs, Adriane M. Blanco

Masters Theses

Despite a cultural shift toward creating original worship music in churches today, there remains a need for new songs that reinforce biblical theology and foster spiritual formation through an intentional gospel-centric liturgy contextualized for the local congregation. Such a gospel liturgy consists of a cycle of songs that, with each weekly gathering of the church body, reiterates the revelation of God's presence, humanity’s sinful nature, Christ’s work of salvation, and the believer’s response in worship. At the same time, it is essential to emphasize spiritual songs that express the heartfelt emotions of the worshiper, maintaining a balance in properly worshiping …

Hollywood, Ai, And The Moral Universe: An Analysis Of The Terminator And Battlestar Galactica, Lara Sumera Samms

Masters Theses

This thesis defends the argument that depictions of artificial intelligence in Hollywood film and television point to a moral universe. Films The Terminator (1984) and Terminator 2: Judgment Day (1991), as well as the television series Battlestar Galactica (2004-2009) are analyzed to find clues of moral facts. This research paper submits that these stories add weight to the moral argument and provide evidence that humans implicitly recognize a moral universe. Such acknowledgment of moral structures cannot be adequately explained within a secular framework such as utilitarianism or evolutionary ethics. However, the Christian worldview frames reality around the existence of God, …

Learning To Play Drums: Rote Learning Versus Note Approach, Jacob R. Brumback

Masters Theses

The purpose of this qualitative historical study is to determine whether rote-learned drummers perform better than formally trained drummers. The issue is that some drummers may excel by watching and developing aural skills exclusively, while others perform well by only reading sheet music. The goal is to decide if drummers with strong aural skills or those who rely on note-reading performed better. The rationale explained how the applicability of rudiments, complex timing, creative fills, and improvisational soloing skills influences the performances of both rote-learned and note-approach drummers. Data collection methods for this research included oral history traditions and analyzing secondary …

Exploring The Relationship Between Loneliness And Real-Time Measurements Of Gsr And Hrv During Concept Mapping, And Cortisol And Oxytocin Levels, Jangwon Seo

Masters Theses

This study attempts to explore loneliness among college students from a bio-physio-psycho-social perspective, and it utilizes real-time physiological measurements (GSR and HRV) and biomarkers (cortisol and oxytocin) in conjunction with psychosocial assessments. The study employs both qualitative and quantitative methods, which involve concept mapping exercises, with the aim of comprehending the full nature of how loneliness interacts with physiological and psychological processes. At Time 1 (T1) we found significant positive correlations between loneliness and elevated GSR levels, which is indicative of increased sympathetic arousal (r = .35, p < .01). Additionally, there were significant negative correlations between loneliness and mean RR intervals in HRV that indicated autonomic dysregulation featured by increased sympathetic activities as well as reduced parasympathetic functions (r = -.28, p < .05). However, at Time 2 (T2), these correlations were not significant indicating possible temporal fluctuations due to adaptive responses or extraneous variables such social support systems or coping mechanisms. The qualitative data from concept mapping enriched the analysis by providing deeper insights into the cognitive and emotional processes underlying loneliness. Despite limitations like demographic skewness, funding constraints, logistical challenges, etc., this, therefore, highlights the need for multidimensional investigations of psychological phenomena. This has implications for future research as well as clinical practice, which could include using these integrative measures to develop holistic interventions for mental health disorders.

Position Sensor Offset Fault Calibration In Speed-Regulated Pmsm Drives, Ujala Anuradhi Maha Gamage

Masters Theses

Speed regulation of electro-mechanically actuated systems is common across broad application segments, including industrial and residential sectors. The increasing demand for efficient energy conversion has made permanent magnet synchronous machines (PMSM) a preferred choice in modern applications. Vector controlled PMSMs in speed regulation mode being the dominant form of control, accurate speed and position measurement is crucial. However, a misalignment in the position sensor with respect to the true rotor zero position in speed regulated PMSM drives leads to inefficient energy conversion with the possibility of unstable motor behavior. The considered position sensor offset error fault, under severe fault modes, …

Advancements In Visualization, Post-Processing And Ai-Enhanced Modeling Of Multi-Scale Micromechanics For Composite Materials, Joao Guilherme Brites Rei

Masters Theses

This study addresses some of the primary deficits of a localization/homogenization workflow for composite materials by focusing on the visualization and enhancement of models based on GMC and HFGMC, with emphasis on their implementation within the NASMAT ecosystem.

This thesis details the development of two dynamic, ParaView-based plugins that convert large hierarchical simulation outputs into interactive insights. While NASMATDiscreteElement systematizes RUC creation with transparent parametrization in a reproducible GUI, NASMATExplorerRUC enables the inspection of deeply nested datasets through accurate cell picking and synchronizes comparisons between parent and child views. Additionally, a shallow U-Net neural network is optimized on HFGMC data …

Music Technology As A Medium To Stem Education, Sophia Grace Moon

Masters Theses

This project researched how music technology programs can be implemented in high schools of low-income communities to act as a medium in teaching STEM education. The point at which students are first introduced to STEM concepts is critical in terms of their interest. The project explored the ways we can help students not only excel in school, but also help to interest them in subjects that have lucrative job markets as well. The number of jobs related to STEM fields continues to grow as our society relies more and more on technology. Getting students interested in STEM almost guarantees a …

Empowering Youth Tackle Football Athletes: A Content Analysis Of Nonlinear Pedagogy’S Influence On Autonomy And Practical Applications In Youth Tackle Football, Benjamin Jay Andelman

Masters Theses

Youth tackle football offers an environment that promotes both positive mental and physical benefits for young athletes. Despite the positive benefits associated with sports, participation is on the decline. The content analysis found connections between the prevailing prescriptive coaching methods in youth tackle football and the adverse mental effects on young athletes. This study, utilizing a qualitative content analysis of existing academic literature, proposes a practical application of Nonlinear Pedagogical principles in the youth tackle football practice context to develop a coaching model that promotes athlete autonomy, thereby increasing positive mental benefits for the youth athlete. Leveraging Ecological Dynamics, Constraints-Led …

Understanding The Ontological Argument Through Love: The Paradox Between Faith And Reason, Bill Goodson

Masters Theses

This thesis argues that while the ontological argument as presented by Saint Anselm of Canterbury offers a formal logical explanation for the existence of God, love is presented as the bridge that enables the skeptic and the believer to engage the argument from a relational and experiential perspective in joining faith and reason through God’s divine love. The paradox found therein is that love, being kind, generous, and caring, initially appears to be too soft for the hard truth and sheer facts of reason. The calling of the theologian is to expose the good news of his faith, and his …

Awake And Alive: An Investigation Into Content For A Music Course Incorporating The Sciences, Harrison Boraas

Masters Theses

The purpose of this qualitative, instrumental case study was to identify the content for an interdisciplinary course about music and the brain that educates collegiate students about the benefits of lifelong music engagement. Despite increasing awareness of musical relevance to the human brain, many institutions of higher learning continue to teach music as its isolated area of study without connecting it to other fields that could benefit from incorporating it or vice versa. The sample size consisted of four to seven experts that were either community experts or Liberty University faculty in the fields of science, medicine, or music within …

Differentiation In Artistic Expressions Of Worship: A Study Of The Front Royal Church Of The Nazarene, Stephanie L. Blakely

Masters Theses

While music is globally recognized as a common tool for expressing worship in both academia and the evangelical church, it is not the only art form mentioned in the Bible regarding acts of worship. The Council of Arts Accrediting Associations recognizes four main disciplines of fine and performing arts, including Music, Art and Design, Theatre, and Dance; however, in the twenty-first century evangelical church, music takes precedence as the main expression of worship. This qualitative study will gain insight into the pursuit and understanding of utilizing various art forms as expressions of biblical worship in modern-day worship settings within the …

Assessing Greenhouse Gas Emissions From Michigan’S Drowned River Mouths Using In Situ And Remote Sensing Methods, Jillian A. Greene

Masters Theses

Freshwater estuaries are natural contributors to the carbon cycle including production and emission of methane (CH4) and carbon dioxide (CO2), potent greenhouse gases (GHGs); however, estimates of their contribution to regional and global GHG emissions is largely unconstrained. Few studies have examined the quantification and drivers of lake CH4 and CO2 production in the Great Lakes region and how it may differ in response to anthropogenic development. In this study, CH4 and CO2 emissions were measured from three drowned river mouth estuaries (DRMs) along the eastern shore of Lake Michigan in 2024. The DRMs exist along a latitudinal gradient ranging …

Tracing חֶסֶד And Ἔλεος: A Prototype Theory And Componential Analysis Of Covenantal Loyalty And Divine Mercy Across The Pentateuch, Septuagint, Targums, And New Testament, Jarritt B. Tadlock

Masters Theses

This thesis explores the semantic and theological dimensions of the Hebrew term ḥesed and its Greek counterpart eleos through a comparative intertextual and linguistic analysis. Utilizing prototype theory and componential analysis, the study examines occurrences of ḥesed in the Masoretic Text and Targum Onkelos, alongside eleos in the Septuagint and New Testament, to trace the development of divine-human relational language across textual traditions. The findings reveal that ḥesed consistently embodies covenantal loyalty and divine mercy, while its frequent rendering as eleos in the Septuagint emphasizes compassion within a Hellenistic framework. In the New Testament, eleos both preserves and reconfigures ḥesed’s …

Optimizing Sensor Placement For Drone Detection According To A Grid Pattern, António Martinho Do Rosário Marçal

Masters Theses

In applications such as drone detection, it’s essential to place sensors efficiently, not only considering the cost of placement and operation, but also the maximization of the area covered.

This study presents an algorithmic approach to a placement strategy, which can be applied over any arbitrary area by defining the parameters of the grid according to which the sensors will be placed. The problem is framed as a multi-objective optimization task, considering trade-offs between sensor count and coverage.

One of the principal decision variables chosen is the shape of the cell blocks of the grid, for which two different values …

Understanding The Fluid Source During Alteration Of Former Oceanic Lithosphere In The Polygenetic Ingalls Ophiolite Complex, Washington, Usa, Zachary Russell Stevens

Masters Theses

The Ingalls Ophiolite Complex is an ophiolite of Jurassic age in central WA, USA. Much of the complex formed in a supra-subduction zone setting in a back-arc ocean basin during subduction of the Farallon plate beginning 192 Ma. Between formation and obduction, mafic and ultramafic lithologies experienced alteration in the presence of water, which previous studies inferred to be seawater. Previously published δ¹⁸O and δD data from the Ingalls indicates isotopic depletion possibly caused by interaction with meteoric water at current latitude (~47.5 °N). The current study reports new δD, δ¹⁸O, and Δ ′¹⁷O measurements from mafic and ultramafic lithologies …

Investigation Into Intraocular Pressure Distribution Via Computer Aided Engineering (Cae), Madison Maureen Hinman

Masters Theses

The leading cause for irreversible blindness and vision loss is glaucoma - an eye condition associated with elevated intraocular pressure (IOP). Increased IOP is also seen during other pathological conditions like spaceflight-associated neuro-ocular syndrome (SANS), and non-pathological conditions as when playing a wind instrument. The study aimed to describe the influence of different vitreous cavity size as well as vitreous fluid viscosity on the IOP as measured at the back of the eye on the retina. Improved understanding of eye pressure transmission can aid in a better understanding of eye diseases. The experiment conducted included cavities of varying size and …

Pfas In Naturally Occurring Surface Water Foams, Donovan S. Vitale

Masters Theses

Surface Water Foam (SWF) and underlying Surface Water (SW) were collected from six distinct sites across Michigan using a novel sampling device. PFAS were detected in all SWF samples with total PFAS concentrations (Σ41 compounds, n=14) varying widely from 2,693 to 402,172 ng/L .SWF samples were enriched in high and intermediate molecular volume PFAS relative to SW samples (n=10) which were dominated by low molecular volume, short-chain PFAS with total PFAS concentrations ranging from 4.4 to 31 ng/L. Wet and dry SWFs were distinguished by appearance, liquid content, and PFAS composition. Dry SWFs had higher total PFAS concentrations than wet …

A Climatological Analysis Of Drought And Flood In California, Kristen Faith Coston

Masters Theses

This research is investigating the climate states that produce droughts and floods and seeks to explain how a sudden shift from persistent drought to drought-alleviating flood is possible. Objectives include investigating how drought and flood in California are influenced by temperature and climate patterns, whether there are any correlation between climate/ocean indices and the Standardized Precipitation Index (SPI), and whether Atmospheric Rivers (ARS) are influenced by certain atmospheric/oceanic states.

All data is collected for 41 years, between 1983 and 2024. The SPI dataset is obtained by coding to filter for the mean value of all pixels in Sacramento County. Monthly …

Out Of Consumption Out Of Context Into Recursion, Xubai Li

Masters Theses

In a world where consumption is inevitable, our choices define us. However, the situation is never so black and white. The boundary between commodification and authentic representations has grown increasingly opaque, layered with irony, sincerity, critique, and tribute.

Within this complexity lies not a clear resistance, but an opportunity: to embrace the oscillation and locate one’s authenticity through metamodernist sensibilities.

My process begins by interrogating the accepted—may it be a product, a technique, or a medium. I deconstruct, fragment, and remove it from its original context—both physically and conceptually.

What emerges is a recursive reconstruction, where origin and iteration intertwine, …

Unframing Venus: Redefining The Female Nude, Sage Leafsong

Masters Theses

Historically women have been excluded from becoming acclaimed artists due to societal, educational, and institutional barriers. This exclusion has had many repercussions in Western art––in a large part it has made celebrated male artists the norm, while celebrated female artists are the exception.

These same barriers often precluded women from depicting themselves in art. When women did paint, they were encouraged to paint domestic scenes such as flowers or still lifes and were prohibited from studying or depicting the nude form. This gap of representation was filled by male artists who have felt empowered to sexualize women with no consequence. …

From Industrial Building To Affordable Senior Housing: An Idea Book Beyond Code, Weiyi Ma

Masters Theses

This thesis envisions a proposal to adaptively re-purpose Rhode Island’s extant industrial building stock into affordable housing tailored to the needs of its older and more vulnerable citizens. Architectural dignity, in terms of older citizens amidst this housing crisis, is the creation of living environments that honor their autonomy, comfort, and identity through design interventions that provide accessible, luminous, breathable, and socially enriching spaces, reaffirming their rightful place within the community. With humanistic care and logical rigor, it establishes a mathematical framework for assessment and execution, anchored in five criteria: light, air, space, accessibility, and livability, and presents itself in …

Wooorrmmhooolleess, Kimberly Duck

Masters Theses

By now we all know that the internet is an integral part of our existence. One could argue that this online existence holds equal importance to our physical one. While the lines blur even further and Mark Zuckerberg can’t wait to cosplay the rich computer guy from Ready Player One, I choose to refrain from the existential dread that seems to be inescapable when thinking of the future nowadays. While we often associate the internet with portals (after all, we once called websites “Internet Portals”—in German at least), Wormholes more accurately capture the experience. Portals promise instant connection. But what …

Tree Story, Jia Hu

Masters Theses

What is Nature?

Nature is a system of intelligence. It means designing for efficiency—often by learning from strategies that have evolved over time. In my research, I use patterns to interpret and decode nature.

To explore nature, I began with the red cedar tree, aiming to simulate and predict its growth patterns—forms shaped by both internal biology and external forces. By analyzing its geometry, I sought to understand how trees embody the dynamic relationship between organism and environment. These patterns reveal the adaptive logic of life.

Patterns are central to understanding nature. While tree geometry may appear chaotic, it follows …