Digital Commons Network^™

Data-Driven Product Recommendations: A Decision Support Framework Utilizing Customer Reviews, Tyler A. Lopez

Master's Theses

With the considerable presence of e-commerce in society, vast number of purchasable goods, and increasing brand variety, consumers are faced with the challenge of buying products that they perceive to be of greatest value to them. To assist consumers with making better informed decisions, e-commerce websites allow individuals to post their own experiences and score the products that they purchase. Despite this information, the variety of experiences and feedback that consumers share do not always lead to clarity on whether a product is best suited for the purchaser. To help guide customers through a simplified purchasing process from the perspective …

Vertical And Latitudinal Variability Of Marine Heatwaves In The California Current, Gavin M. Plume

Master's Theses

Marine heatwaves (MHWs) are increasing in frequency and intensity globally, with grave effects on marine ecosystems and their dependent industries. There are significant gaps in knowledge of the subsurface behavior and geographic distribution of MHWs, especially in eastern boundary upwelling systems like the California Current. Here, two decades of full water-column temperature observations from a shallow autonomous profiler in San Luis Obispo Bay (~10m) revealed that while MHWs have similar average durations and intensities across all depths, one-third of bottom MHWs occur without a concurrent surface signal. MHWs across the water column initiated during anomalously weak upwelling or downwelling conditions …

Clusters, Trends, And Choices: Feature Selection In Interactive Statistical Graphics, Dylan Le

Master's Theses

Exploratory data analysis (EDA) is a method for uncovering the structure and key characteristics of data, often through the use of statistical graphics. These visual tools can reveal patterns and trends, and their effectiveness can be enhanced through interactivity. By enabling users to filter data, zoom, and toggle visual features, interactive plots can accelerate and enrich the EDA process. This study extends a previous graphical study by incorporating an interactive framework. Using a statistical lineup protocol with two target patterns (a linear trend and a clustering trend) participants interacted with plots by toggling various aesthetic features, including cluster coloring, ellipses …

Student-Centric Scheduling: Integrating Student Preferences Into University Course Planning, Jamie Luna

Master's Theses

University course scheduling has direct impacts on student success. In the Computer Science and Software Engineering (CSSE) department at California Polytechnic State University, San Luis Obispo (Cal Poly), students face registration challenges like limited course availability and waitlists, which may delay academic progress. This thesis provides a qualitative and quantitative investigation into the course registration experiences of CSSE students. From a survey of 100 CSSE students and follow-up interviews, this study identifies the key factors influencing registration outcomes. This research also evaluates the predictive model currently used by the CSSE department to anticipate course demand, revealing mismatches between predicted and …

The Effect Of Whole Fruits High In Anthocyanins On Markers Of Glycemic Control In Women, Sophia C. Johnson

Master's Theses

Cardiometabolic diseases are a significant health burden worldwide and remain the leading cause of death among adults in the United States. Type 2 diabetes mellitus (T2DM) is a central component of cardiometabolic dysfunction and substantially increases the risk for cardiovascular disease. As women enter the post-menopausal period, significant declines in estrogen levels lead to a heightened risk of T2DM in this population. Observational and experimental evidence has shown potential for fruits high in anthocyanins (ACs) to reduce the risk of T2DM and improve glycemic control. This systematic review and meta-analysis examined the current research on whole fruits high in ACs …

The Chumash War Of 1824: Revolution And Counterrevolution In The California Missions Santa Inés, Santa Barbara, And La Purísima, Joseph V. Payne

Master's Theses

In 1824, the Indigenous Chumash of Missions Santa Inés, Santa Barbara, and La Purísima de Concepción went to war against the settler-colonial system that bonded them to the mission lands and forced labor regime demanded by the Spanish Franciscan missionaries and compelled by Mexican military force in Alta California. The conflict lasted months and included violent battles and skirmishes at all three missions, the militant occupation and reclamation of La Purísima, a mass exodus to the interior of the territory, and the subsequent counterrevolutionary collaboration of the Spanish missionaries and Mexican military to return many (but not all) of the …

Correlations Between Social Media, Body Image Perceptions, And Disordered Eating Prevalence In Postpartum Women: A Pilot Cross-Sectional Study, Hannah Smith

Master's Theses

Postpartum women are a high-risk population for body dissatisfaction and disordered eating behavior due in part to the plethora of hormonal and physiological changes. Despite this, research examining this issue among postpartum women remains limited.

This pilot cross-sectional study investigated the relationship between social media use, body dissatisfaction, and disordered eating behavior among women up to 13 months postpartum. For this study, the following research questions were asked: Is high social media usage associated with higher levels of disordered eating among women up to 13 months postpartum? Is the association between social media usage and disordered eating mediated by a …

Subalpine And Alpine Plant Community Turnover In Yosemite National Park Following 30 Years Of Climate Warming, Rachel Friesen

Master's Theses

Subalpine and alpine regions in California are warming more rapidly than lower elevations. In response, high-elevation plants may acclimate or adapt to the new climate, move to higher elevations or latitudes, persist in refugia, or go extinct. While models predict substantial declines in subalpine and alpine plant communities due to discontinuous population distributions and lack of upslope area, actual responses may vary due to lags in dispersal, establishment, and extinction. Although shifts in high-elevation plant communities have been documented in other regions of the world, such changes have not yet been studied in Yosemite National Park. To assess high-elevation plant …

Leveraging Machine-Learning Algorithms In Two Car Crash Detection Systems On A Custom Dataset, Addison Jacob Sandvik

Master's Theses

Traffic accidents pose a significant threat to public safety, causing millions of deaths and injuries worldwide each year. While efforts to reduce accidents have seen limited progress in recent years, improving emergency response times through automated detection systems is a promising avenue for saving lives. This thesis describes the development of machine learning-based traffic accident detection systems, exploring both video classification and image detection models. The models are trained on a new dataset deemed the Cal Poly Traffic Accident Dataset, an extension of the existing Car Accident Detection and Prediction (CADP) dataset with a precise collision annotations. Two systems were …

Design, Fabrication, And Testing Of A Dual-Rate Spring System For Mountain Bike Frames, Lucas P. Grizzle

Master's Theses

The design of full-suspension mountain bikes is a careful balance of suspension kinematics, structural dynamics, and manufacturing optimization for the expected use case. A bike designed to excel in one area will likely exhibit reduced performance in others. This optimization problem is addressed by designing, integrating, and testing a dual-rate spring system within a fully custom frame. The dual-rate spring is fully decoupled from the rest of the suspension kinematics, providing designers with an additional parameter to achieve ideal suspension behavior. This is accomplished by placing a thermoplastic polyurethane (TPU) bushing in series with the rear shock. The influence of …

Evaluating Nanobubble-Enriched Water Treatments For Cleaning Stainless Steel Winery Tanks At The Gallo Winery Research Station In Livingston, California, Edgar Godoy-Garcia

Master's Theses

ABSTRACT

Evaluating nanobubble-enriched water treatments for cleaning stainless steel winery tanks at the Gallo winery research station in Livingston, California.

Edgar A. Godoy-Garcia

Sanitation of stainless steel wine storage tanks is a critical component of quality control in commercial winemaking operations. Ineffective cleaning can lead to microbial contamination, product spoilage, and safety concerns. Traditionally, wineries rely on manual scrubbing, chemical cleaning agents, and extensive water rinsing cycles to maintain sanitary tank conditions. However, these methods are resource-intensive and may pose risks to both workers and the environment due to chemical exposure and wastewater generation. In response to growing industry interest …

Model-Based Design Of Compressed Lithium-Metal Pouch Cell Battery Modules For Evtol Applications, Scott J. Stirling

Master's Theses

Batteries with higher specific energy and power are essential for extending the range and performance of electric vertical takeoff and landing aircraft (eVTOLs). Anode-free lithium-metal pouch cells offer strong potential at the cell-level but require high compressive pressures to enhance cycle life and discharge performance. These pressures necessitate heavier structural components, reducing packaging efficiency at the module level.

To evaluate this tradeoff, a full-factorial enumeration model was developed to explore viable module designs within a constrained packaging volume. The model scales subsystem masses, enforces design rules and material limits, and accounts for large (~20%) cell thickness changes during cycling.

Results …

Development Of A Reaction Wheel System For Cal Poly’S Spacecraft Attitude Dynamics Simulator, Caleb Nalley

Master's Theses

The Cal Poly Spacecraft Attitude Dynamics Simulator (SADS) is an ongoing project to develop a system capable of simulating the attitude dynamics and kinematics of a rigid body in space. Actuations on the SADS are performed by reaction wheels, however the current reaction wheels have various issues that decrease system performance and are not independent of the SADS. The reaction wheel developed as part of this thesis will be designed to improve performance and set out design specifications tailored to the SADS, serve as an independent assembly that can be transferred to other systems, and provide a general outline for …

The Extraordinary In The Ordinary: Nineteenth Century Female Teachers And Their Professionalization Of An Occupation, Samantha G. Santana

Master's Theses

Women’s occupation as teachers has remained uncritically relegated to the sphere of women’s work. In reality however, early nineteenth century female teachers made clear articulations how they understood their occupations as teachers. Through their publications, autobiographies, and biographies written by former pupils, they left behind for current educators their estimations of the integral job they performed. As educators, these women maintained the paramount role of educating the nation’s next generation of citizens. This was of particular importance in the aftermath of the American Revolution when America’s children were subjected to lacking, colonial education experiments. Before and during the ensuing common …

Study On The Application Of Smart Electric Meters For Secondary Voltage Protection, Jayaditya Sisodia

Master's Theses

The purpose of our research is to utilize PG&E’s Smart Meters installed across California to protect the Secondary Voltage delivered to the meter. This means detecting electrical faults between the utility’s distribution transformer and the installed Smart Meter. Our goal is to propose and implement various solutions through additional devices and protocols to detect and prevent these faults, communicate them with the meter, and forward fault information to the utility. A device will be designed to be installed on the transformer, detect faults, shut off power transmission, and communicate to the meter via fiber optic cable. Research will then be …

Effect Of Household Oil Contamination And Agricultural Soil Contamination On Phyllosilicate Nanocatalyst Performance During Pyrolysis Of Polyolefins, Joey Velasquez

Master's Theses

The effect of household oil and agricultural soil contamination on catalyst performance during polyolefin pyrolysis was simulated on mixed virgin plastic pellets by evaluating contamination influence on mixed plastic degradation temperatures. Three phyllosilicate nanocatalysts including Fulcat435, Fulcat22F and Y-Zeolite were evaluated in this work based on a literature review of catalyzed plastic pyrolysis and these catalysts’ ability to lower plastic decomposition temperature by 50 °C – 100 °C. These findings were confirmed in this research through thermogravimetric analysis of a polyolefin mixture and further developed in furnace experiments containing household oil and agricultural contamination. Household oil contamination deactivated each of …

Open Source Asic Design Curriculum, Francisco Wilken

Master's Theses

The ever-growing importance of Application-Specific Integrated Circuits (ASICs) in a high-compute world necessitates that college graduates entering the workforce are well prepared to design them. This thesis details the design of novel ASIC curriculum, using open source tools to teach at the undergraduate level. By moving to a higher level of abstraction than classical transistor-focused coursework, chip design material can be made accessible earlier in an undergraduate degree. Additionally, open source tools provide a powerful, free, and portable platform for students to create their own designs, solving assignments focused on industry readiness. Finally, this thesis studies the results and challenges …

Modeling And Efficiency Analysis Of Hybrid Ac/Dc And Conventional Ac House Electrical Systems For Net-Zero Energy Homes, Tyler Bury

Master's Theses

This thesis presents the design, simulation, and comparative efficiency analysis of hybrid AC/DC residential homes versus conventional AC homes for Net Zero Energy Homes (NZEH). Motivated by the increasing prevalence of DC-native technologies such as solar photovoltaics, battery storage, and DC-powered electronics, this work evaluates whether hybrid AC/DC distribution can offer measurable efficiency benefits over traditional systems. Twelve detailed house models were developed—six employing a hybrid AC/DC architecture and six based on conventional AC systems, each supplying a combination of AC and DC residential loads. Simulations were conducted using MATLAB/Simulink to model steady-state efficiency under various loading conditions. Grid configurations …

Analyzing Player Difficulty Perception In Platformers Through Procedural Level Generation, Sasank Madineni

Master's Theses

Games utilizing Procedural Level Generation (PLG), such as Roguelikes, are becoming increasingly popular in today's gaming sphere. In games employing PLG, levels are generated randomly or pseudo-randomly, and aim to retain player attention through variance in levels between playthroughs. However, when generating levels with variance in structure and design, player enjoyment is often a mixed bag. With low enjoyment, player retention for these games can dwindle. This study explores the efficacy of real-time difficulty adjustment in procedurally generated platformers, as a method for maintaining stable player enjoyment without causing frustration. This thesis focuses on creating a short user experience, MIMEVA, …

An Analysis Of Renewable Energy Frames In The News Media Pre- And Post-Trump Administration, Kendall Anjolie Rozen

Communication Studies

This paper aimed to examine how news media portrayed environmental issues, specifically renewable energy, and how this may differ between two presidential administrations in the United States. Entman’s framing theory was used to analyze the portrayals of renewable energy in the articles selected. The frames chosen were based on research done by Rochyadi-Reetz et al. (2019) who established four framing dimensions within environmentally-focused news media. These dimensions are as follows: (1) economy, (2) society, (3) environment, (4) technology. A fifth dimension ((5) policy) was added by the researcher. This paper used a deductive quantitative analysis to mark these themes as …

Biostride - Prosthetic Charging Stand, Abigael Howard, Brett Matich, Allie Mcauliffe, Liam Harwood

Biomedical Engineering

This Final Report outlines the development of a lower limb prosthetic docking and charging station to address a critical need for individuals with unilateral transfemoral amputations who use microprocessor-controlled prosthetics. This project is focused on designing and producing a secure, accessible, and aesthetically pleasing stand to store and charge prosthetic limbs overnight, targeting the lack of commercially available, functional prosthetic storage. The absence of a functional storage solution points to a failure in meaningfully addressing the human needs of prosthetics users, exacerbating user frustration through the perpetuation of issues including prosthetics falling over into inaccessible positions, and tripping hazards due …

Skip The Grid: Bringing Solar To The Navajo Nation, Samuel B. Mcclintock Ii

Construction Management

Skip the Grid is a student-driven, interdisciplinary initiative dedicated to improving access to electricity for families of the Navajo Nation. The project focuses on educational equity by addressing barriers to home study, such as insufficient lighting and energy. These issues stem from the Navajo Nation's remote nature and the families' access to resources. In March of 2025, a group of 24 students and faculty from California Polytechnic State University (Cal Poly), representing six different educational departments, traveled to Arizona to partner with the Chinle Unified School District in addressing educational equity in the Navajo Nation. The effort allowed students to …

How Regulations Impact Contractors In California: Licensing, Insurance, Bonding & Permitting, Byron Rolando Calderon Cifuentes

Construction Management

This senior project researches the impact of regulatory requirements, specifically licensing, insurance, bonding, and permitting, on contractors in California. The study addresses the question: How do regulations affect contractors’ ability to operate and grow? To examine this, qualitative interviews were conducted with six industry professionals, including general contractors, specialty contractors, and design-build firms. Additionally, 25 survey responses were collected from contractors and construction professionals to gain broader insights. The findings reveal that while licensing, insurance, and bonding are seen as foundational for establishing credibility and legal compliance, the permitting process presents the most significant challenge. Respondents consistently described permitting as …

Skip The Grid Bringing Light To The Darkness And Bridging The Educational Gap In Navajo Nation, Robert Joseph Byrne

Construction Management

Skip The Grid is a unique project done in collaboration with many groups, including California Polytechnic State University (Cal Poly) students and faculty members, representatives from Solv Energy, Nextracker, Tribal Liaisons, Heart of America, and members of the Navajo Nation. This group delivered and installed solar panel systems accompanied by batteries, lights, and a small refrigerator. The Navajo Nation faces many problems, including higher poverty and unemployment rates when compared to the rest of the United States. The goal of the Skip The Grid project was to deliver sustainable, safe, and reliable power to homes of school-aged children in the …

Skip The Grid: Energizing Navajo Nation, Eiley Q. Eichten

Construction Management

Skip the Grid is an interdisciplinary service project aimed at providing reliable and clean energy to families living in Navajo Nation. Cal Poly partnered with Heart of America, SOLV Energy, and Nextracker to help bring this plan to fruition. Twenty students were selected to contribute to the planning, coordinating, and fundraising for the project. After the preparation was completed, Cal Poly students joined representatives from Heart of America, SOLV Energy, and Nextracker. The trip commenced with a hands-on, productive five day visit to Chinle, Arizona. The first working day commenced with Cal Poly students attending a total of five schools …

Upstander Behaviors To Combat Implicit Bias, Jakob J. Wilkins

Construction Management

This project investigates how individuals across different experience levels in the construction industry respond to workplace bias, exclusion, and unfair treatment. Rather than focusing on the often-ambiguous term “ally,” this study explores the role of an “upstander,” someone who takes thoughtful, proactive action to support fairness and inclusion. Using a combination of survey data, industry interviews, academic literature, and a participatory workshop at the 2025 Women in Construction Symposium, the study identifies effective upstander behaviors and evaluates their impact. Survey findings revealed that a majority believe implicit bias influences jobsite dynamics and that intervention can shift workplace culture. The workshop …

Son Care Foundation - Pergola Preconstruction, Samuel J. Peters

Construction Management

This paper discusses the design and preconstruction aspects of a pergola constructed at Thousand Hills Pet Resort, supporting a non-profit organization called the Son Care Foundation. Founded in 1994 by Jack Gould, the foundation is committed to fostering hope through various programs including mentorship for students, service dog training for PTSD victims, basic pet training, vehicle repair and turnaround, and dog daycare and lodging. This project serves Son Care Foundation’s dog daycare and lodging program, called Thousand Hills Pet Resort. The program was established in 2005, and all profits are used to fund the other programs operated by the Son …

Creating An Off-Site Construction Course, Tyler Steven Meehleis

Construction Management

The construction industry is undergoing a transformation as prefabrication and modular methods become more common across project types. From residential homes to large-scale commercial buildings, offsite construction offers faster timelines, improved quality control, and reduced environmental impact of construction. Despite these advantages, off -site construction has historically been underrepresented in the Construction Management (CM) curriculum at California Polytechnic State University (Cal Poly). While students are well-prepared for traditional project delivery in residential, commercial, and heavy civil sectors, they often graduate with limited exposure to more modern building systems and off-site production techniques. This off-site construction course addresses this gap by …

Exploring Who, Where, And When: A Mixed-Methods Analysis Of A New Study Abroad Program, Garrett Schoep, Elijah Duane Blake

Construction Management

Study abroad programs can have a significant impact on the lives of college students. These programs create opportunities for students to experience the world, while earning college credit. As Cal Poly is transitioning from the quarter system to the semester system, there is an increase demand for a new study abroad program that is tailored to students’ preferences. Understanding what students want from a study abroad program is extremely important. To better understand student preferences, a survey was created and distributed to Cal Poly students. The goal of the survey was to identify trends amongst students to get a better …

'Orange - Live' & 'Keep Public Lands Public', Cezar Gomez, Colin Pope

.RAW Journal of Art and Design

No abstract provided.