Digital Commons Network^™

Srh Lab Case Study: Ia, Mental Models, And Website Labels, Trista Wang

Graphic Communication

This paper discusses the results of a research study investigating Cal Poly students’ mental models regarding the Sexual and Reproductive Health Lab’s (SRH Lab) website. Mental models are beliefs that the user has about a website and how it functions, which affects how users interact with the website (Chan 2024). By tailoring its website to students’ mental models through appropriate nomenclature, the SRH Lab will be able to better engage and disseminate information to students.

52 students participated in a card sorting study, in which they were asked to intuitively sort cards labeled with SRH Lab website labels into different …

Hydropower Collegiate Competition, Aiden D. Foster, Devon Bountry, Joanna Vo, Timothy Rinker, Amanda Rodriguez, Minh Nguyen, Eli Haushalter, Sophie Watkinson, Maiya Holton, Breanne Evans

Mechanical Engineering

The Cal Poly SLO HCC team presents a feasibility study and engineering design review package for retrofitting the non-powered Ritschard Dam in Colorado into a hydroelectric facility as part of the 2025 Hydropower Collegiate Competition. Through a rigorous and multi-staged assessment of plausible dam sites in the western US, the team has chosen the Ritschard Dam in Colorado to implement an electromechanical component designed to accommodate a large range of flowrates stemming from a large variance in upper reservoir capacity due to geographical and climate effects. The team evaluated non-powered dams based on technical feasibility, electric grid proximity, power generation …

Outdoor Exercise Area Renovation, Hagan T. Jackson, Chet S. Crummett, Jesse E. Muth

Architectural Engineering

The Outdoor Exercise Area Renovation project revitalizes a well-used outdoor exercise area located near the baseball fields at Cal Poly. The existing exercise equipment, originally donated by Maino Construction, was weathered, but the area remained well-utilized and presented potential for revitalization. This project transforms the site into a functional and resilient space by replacing the pull-up and dip bar equipment, constructing a 300 square foot pavilion, and adding a concrete slab and integrated concrete benches. The new design enhances usability, providing a multifunctional area for the Cal Poly community to exercise, socialize, relax, and enjoy scenic views.

The renovated area …

Physical Construction Of 1/2 Scale Concrete Wall, Alicia Danielle Lee, Cali Jeanne Carson

Architectural Engineering

This senior project was the physical construction and material testing of the half-scale reinforced concrete wall specimens. This included all stages of the building process, from formwork and reinforcement to concrete placement and laboratory testing.

Practical Integration Of Reality Capture In Architecture, Engineering, Construction, And Operations (Aeco) Workflows: Cost And Application Considerations, Dylan T. Ramsey

Architectural Engineering

This paper explores the practical integration of Reality Capture (RC) technologies, specifically LiDAR and photogrammetry, within Architecture, Engineering, Construction, and Operations (AECO) workflows. As interest in RC grows, costs decrease, and industry applications expand, this paper aims to clarify the current landscape of research, industry practices, hardware, and software. It provides managers, RC technology enthusiasts, and AECO professionals considering its implementation with essential insights into cost considerations, expectations, and limitations. The paper details common research and industry applications, including as-built documentation, surface analysis, and deflection monitoring, and cross-references cost data and project requirements to provide informed recommendations and considerations for …

C.H.I.I.P., Continuous Health Information For Infrastructure Protection, Lariel Sasha Henley

Architectural Engineering

This paper presents the development and validation of CHIIP (Continuous Health Information for Infrastructure Protection), a wireless structural health monitoring (SHM) device designed to provide accessible, real-time data on structural performance of building structures following a seismic event. The system integrates inclinometers, accelerometers, linear potentiometers, and strain gauges with ESP32 microcontrollers to create a compact and robust data collection device that can transmit synchronized sensor data via Wi-Fi to a remote server. A web-based interface enables users to access and download live data for rapid structural evaluation. The device was tested in three phases: a small-scale wired baseline test, a …

Modal Analysis Of Cal Poly’S Kennedy Library Using Computational Modeling, Joseph Mangan

Architectural Engineering

This project determines the modal parameters of the Robert E. Kennedy Library at Cal Poly, San Luis Obispo using ETABS. Similar analyses on the building have been performed in the past by other Architectural Engineering students. The recent renovation of the library which included a seismic retrofit provides the opportunity to understand how the modal response of concrete structures can be influenced by retrofit practices. This project provides insight into how computational modeling can be used to accurately represent real conditions, and how isolated changes from the retrofit affect the structure’s modal response.

Analyzing Copyrightability Of Ai-Generated And Assisted Works Under A New Theory Of Authorship, Katherine Lu

Journalism

While pending cases like the New York Times’ case against OpenAI will be the first test for artificial intelligence (AI) in the copyright space, current copyright legislation inadequately answers questions regarding grey-area uses of generative AI in the creation of journalistic, creative, or academic works. The Copyright Office has established that copyright requires human authorship, but current legal definitions of authorship may include simple prompt writing as a form of authorship. This paper addresses the inadequacies of the current definitions of authorship, and proposes a new one that encompasses traditional definitions, the Copyright Office’s new motions addressing AI, and Christopher …

Keeping Coms Connected: Building A Foundation For Alumni Engagement, Ella Captain, Alec Tonas, Selina Bali

Communication Studies

This project addresses the lack of Alumni Engagement in the Communication Studies department at Cal Poly. It aims to cultivate a stronger department community by creating sustainable resources and events to deepen connections. We looked to answer how targeted alumni outreach could strengthen the department and what benefits this would bring to current students, faculty, and alumni. To do this, our group organized an Alumni Panel event, created a contact list, implemented student alumni liaison positions, solicited donations for the COMS spring social, and worked on the department website and social media. By applying research on communication theories, we were …

Degradation Characterization Of Nopal-Based Biopolymer Made From Opuntia Sp. Juice, Beeswax, Animal Protein, And Polyvinyl Alcohol, Logan Williams, Mary Elizabeth Holland, Spencer Williams

Materials Engineering

Since the introduction of polymers in the 1960s, there has been an exponential increase in use. Driven by rapidly growing demand, the volume of polymers in the production, application, and end-of-life stages has surged. The widespread use of these materials has led to escalating environmental pollution, which disrupts ecosystems, and contributes to global ecological degradation. While advancements in recycling technologies and infrastructure have shown promise, they have not maintained pace with polymer production and disposal. This imbalance warrants research into sustainable alternatives. Environmentally benign polymers derived from renewable sources and exhibiting minimal ecological impact at the end of their life …

Automation Of Post Fermentation Must Removal, Grace Hurley, Jakob Spink, Ariel Metscher

Industrial and Manufacturing Engineering

The Harvest Haulers project addresses a critical operational inefficiency at Saucelito Canyon Winery, where post-fermentation must removal from wine barrels was labor-intensive and potentially hazardous. This project aimed to develop a custom forklift attachment that could securely handle Bordeaux and Burgundy barrels, streamline the dumping process, and improve worker safety.

The resulting solution is a forklift-compatible fixture designed to lift, secure, and tilt barrels using a robust combination of a modified aluminum pallet, padded hoop, ratchet straps, and a custom hinge mechanism. The design meets all engineering requirements, including a 600 lb. load capacity, 135° tilt, and a single-operator setup …

Langlands Reciprocity And The Splitting Behavior Of Primes In Number Fields, Skip E. Moses

Master's Theses

This thesis explores the evolution of reciprocity laws in number theory in order to provide a conceptual bridge between the classical ideas of quadratic reciprocity and the modern framework of the Langlands program. We develop the necessary algebraic background to understand how the splitting behavior of primes in number fields reflects deep arithmetic structure in ℚ. Starting with quadratic fields and cyclotomic extensions, we motivate the development of the Kronecker–Weber theorem and the characterization of abelian extensions of ℚ. We then introduce Artin reciprocity and show how it generalizes quadratic reciprocity through the formalism of Frobenius elements and Artin L-functions. …

A Case Study Of Leveraging Auxiliary Data To Improve Treatment Effect Estimation Precision In An Hiv Clinical Trial, Lana Mai Huynh

Master's Theses

Randomized controlled trials (RCTs) are typically the gold standard for evaluating treatment efficacy in the medical field, yet they can have small sample sizes due to logistical, ethical, and financial constraints. This limitation can result in imprecise treatment effect estimates. Recent methods have sought to enhance the precision of RCT estimates by incorporating information from large, observational, “auxiliary” datasets. An auxiliary dataset includes units that were not randomized in the trial itself, but may be similar to the RCT sample. By leveraging predictive models trained on these auxiliary data, researchers can adjust for potentially more powerful covariates, thereby reducing variance …

Building Confidence, Building Careers: An Industry-Informed Evaluation Of A High School Aec Camp, Madisen Berube

Construction Management

This study assesses the effectiveness of the Girls Build Summer Academy, an architecture, engineering, and construction (AEC) summer camp for high school girls, and similar programs by gathering and analyzing feedback from industry professionals. The research aims to identify which program elements most successfully inspire interest and build foundational skills for young women considering careers in architecture, engineering, and construction. An anonymous survey was distributed to AEC professionals, some who were familiar with the program. The survey included multiple choice, rankings, and open-ended questions to evaluate areas for improvement and future curriculum development. Findings revealed strong support for interactive learning …

Son Care Foundation – Pergola Structure Construction, Jackson Landless

Construction Management

This paper covers the construction process of a pergola structure for the Son Care Foundation in San Luis Obispo, California. The project’s goal in this study is to create a welcoming outdoor space for clients their dogs. Excavating four footings, fabricating custom rebar cages, and pouring concrete using fast-setting mix were all part of the construction efforts. Framing the structure required precise calculations to accommodate for the slope and corner braces. The matching white paint and corrugated PVC roof further achieved the desired aesthetic the client requested. Trial and error, practical experience, and cooperation with local material suppliers and maintenance …

Case Study On Using Soil Nails In Unstable Substrates, Joseph Hass

Construction Management

Soil nailing is becoming a popular method in construction projects to anchor retaining walls into soil. To maximize installation success rates and minimize pullout failure during testing, this case study examines efficient techniques and installation protocols for soil nails in unstable substrates through research and studying an active construction site utilizing soil nails. In geotechnical engineering, unstable soil conditions present serious difficulties that frequently result in delays, cost overruns, and compromised structural integrity. This study determines the main elements affecting nail performance by carefully examining field data, installation trials, and performance testing. Using real life experience and in-depth research of …

R.A.C.E. Matters Precast Concrete Bench Construction, Jack Alexander Ritchie

Construction Management

This senior project details the collaborative design, fabrication, and installation of three precast concrete benches for the nonprofit organization R.A.C.E. Matters in partnership with the San Luis Obispo Conservancy. The benches were designed to act as platforms for public art, amplifying diverse racial narratives through murals. A multidisciplinary team of students from Construction Management, Architecture, and Architectural Engineering worked together, with each discipline contributing to distinct phases of the project. Bench installations took place at the Pismo Preserve, the Octagon Barn, and Kathleen’s Overlook. This paper reflects on the hands-on construction process, the challenges of interdisciplinary coordination, and the real-world …

Untold Stories – Precast Concrete Bench Construction And Installation, Lucas Llodra

Construction Management

This paper outlines the design-build process led by an interdisciplinary team of Construction Management students from California Polytechnic State University, San Luis Obispo, to construct four concrete benches. In collaboration with faculty, concrete specialists, and the non-profit organization R.A.C.E. Matters, the project launched in Winter 2025. R.A.C.E. Matters initiated the effort by requesting the design and installation of benches at scenic, high-visibility locations managed by the San Luis Obispo Land Conservancy: Pismo Preserve, the Octagon Barn, and Kathleen’s Overlook. The full project scope included design development, structural calculations, prefabrication, on-site construction, and final installation. Each bench will serve as a …

Skip The Grid 2025: Providing Power In The Navajo Nation, Daniel R. Lombardi

Construction Management

Skip the Grid is an interdisciplinary initiative aimed at supporting the Navajo Nation by providing access to off-grid power to improve quality of life. This year, the Skip the Grid team centered its efforts around the Chinle Unified School District in Chinle, Arizona. This collaborative effort was composed of an interdisciplinary team of California Polytechnic State University (Cal Poly) students, along with industry partners including SOLV Energy, Heart of America, Goal Zero, and Nextracker. Many families in the Navajo Nation still live without access to reliable electricity. Between March 23rd and March 27th, 2025, the Skip the Grid team successfully …

California Polytechnic Design-Build Lab Course, Nicho Domine

Construction Management

This paper explores the development and execution of a project-based Design-Build (DB) course implemented at California Polytechnic State University, San Luis Obispo. The course aimed to replicate real-world DB processes in a controlled academic setting, engaging Construction Management and Architecture students in simulated but immersive industry experience. From Request for Qualifications (RFQ) to Final Presentation and Closeout, the course mirrors a typical DB project lifecycle. Through collaborative exercises, students gained exposure to roles and responsibilities, submittals, cost estimating, procurement strategies, risk analysis, virtual coordination, stakeholder communication, and more. This paper describes how a sequence of weekly assignments was structured to …

R.A.C.E. Matters Precast Concrete Bench Construction, Camryn E. Berger

Construction Management

This paper presents a narrative detailing the design and construction process undertaken by an interdisciplinary team of students from California Polytechnic State University, San Luis Obispo, representing the Construction Management, Architecture, and Architectural Engineering departments. The team collaborated to design, fabricate, and install three precast concrete benches for the nonprofit organization R.A.C.E. Matters. The project began in Fall 2024 and culminated in the installation of the benches at sites managed by the San Luis Obispo Conservancy: Pismo Preserve, the Octagon Barn, and Kathleen’s Overlook. Each bench will serve as a platform for murals, visually depicting diverse racial experiences. This paper …

Assessing Fire Risks In San Luis Obispo: The Impact Of Building Construction And Landscaping On Wildfire Vulnerability, Zachary A. Pollock

Construction Management

As wildfires grow in frequency and intensity across California, understanding and mitigating residential fire risk has become a public safety priority. Communities in the wildland-urban interface (WUI), such as San Luis Obispo, are especially vulnerable due to their proximity to natural vegetation and the prevalence of older housing stock. While state and local agencies have introduced regulations and educational campaigns, there remains a need for accessible, scalable tools that help identify fire risks at the individual home level. This project assessed wildfire vulnerability across 140 homes in San Luis Obispo, California, using a custom visual grading rubric informed by academic …

Assessment Of Mental Wellbeing Programs In The Construction Industry, Evan James Olszak

Construction Management

Mental health problems are very prevalent within the construction industry, and there is not enough attention put towards the mental wellbeing of employees in the industry. The construction industry is ranked #2 for deaths by suicide, and #1 when mining and extraction are included (CDC, 2021). Previous research has been done to understand the severity of the issue, and some programs have been started to spread awareness and train employees. The issue arises in a lack of analysis of these programs. The programs that are being used are still in their infancy and require a comprehensive review to understand the …

Skip The Grid: Solar Installation For Navajo Communities, Emilio Tiziano Cervantes

Construction Management

In March 2025, a group of 20 students from California Polytechnic State University, San Luis Obispo took part in Skip the Grid, a hands-on service initiative aimed at expanding access to reliable solar energy in the Navajo Nation. In partnership with SOLV Energy, NextTracker, and the non-profit Heart of America, the team traveled to Chinle, Arizona, where they installed off-grid solar systems in 40 homes across the Chinle School District. Each setup included solar panels, a battery with electrical outlets, lighting, and a refrigerator—providing essential power to families whose homes were previously without it. All of the households served kids …

Compact, Low-Power Underwater Acoustic Modem Characterization And Sensing Network Node Implementation, Lucas W. Lucia

Master's Theses

There is a growing market for compact, power-efficient underwater communication technology. Due to the limited propagation of electromagnetic waves through water, modulated acoustic waves have emerged as an effective means of wireless communication underwater. In decades past, many acoustic modems had been developed primarily for defense customers in larger systems functioning at high power. In recent years, smaller, relatively inexpensive acoustic modems have become available on the market—but data on their performance in a real-world environment is scarce. Companies such as OWL Integrations are interested in employing such acoustic modems as part of sensing networks across multiple mediums. For such …

Minifying Deep Denoising Networks With Knowledge Distillation, Antonio L. Rozzi

Master's Theses

Hearing loss is a prevalent condition, affecting hundreds of millions globally, with a higher incidence among older adults. While hearing aids are the standard treatment, the majority of those who could benefit from hearing aids choose not to wear them, attributing this decision in large part to their inability to perform well in conversations in large groups and in noisy situations. To date, no denoising systems on commercial hearing aids are able to improve speech intelligibility. Recent advances in artificial intelligence research have shown that large deep-learning models can in fact improve speech intelligibility by removing background noise from audio. …

Adversarial Deep Reinforcement Learning For Tank Duel Simulation Using Lidar-Based Observations, Braedan Kennedy

Master's Theses

Previous research has demonstrated that reinforcement learning agents can learn to steer differential-drive robots around obstacles using 2D lidar scans as observations. However, these studies typically treat all range returns as undifferentiated obstacles—objects to avoid—without distinguishing between different object types. This thesis builds upon previous research by introducing an adversarial task in which an agent must interpret raw range readings to both avoid static obstacles and identify, pursue, and engage a hostile target.

To investigate this problem, this thesis introduces TankGame, a novel, lightweight 2D tank duel simulator. Each agent receives a 360° lidar scan, controls its motion via tread …

Flair: A Fog-Native Workload Placement Framework For Qos-Aware Scheduling In Smart Manufacturing, Daiwik N. Swaminathan

Master's Theses

Smart manufacturing environments utilize a variety of heterogeneous IoT sensors that continuously stream large volumes of data. To detect and mitigate critical events such as fires or accidents in real time, this data must be promptly analyzed by machine learning (ML) image classifiers. These classifiers are typically deployed on fog computing nodes located within the manufacturing warehouse facilities to ensure low-latency responses and to protect data privacy. Although fog nodes offer a better alternative to remote cloud data centers for such latency-sensitive tasks, they are often resource-constrained and highly sensitive to the composition of workloads, particularly in heterogeneous environments where …

Sentry V3: Extending Context Switches On A Trusted Secure Coprocessor, Mark Kong

Master's Theses

Software correctness and integrity is only ensured through trust in the un- derlying hardware. However, modern computer systems are complex to design and secure. Thus, given the choice between performance and security, companies will often prioritize performance, resulting in vulnerable systems. This creates exploitable systems that must be patched retroactively because business value performance over security. One approach to this issue is to separate the root of security from the rest of the system to create a minimal trusted computing base. Trustguard is one instance of this. Trustguard implements a Containment Architecture with Ver- ified Output (CAVO) model which shows …

Using Hydrologic And Hydraulic Simulations To Predict Near-Term Effects Of Beaver Habitat Restoration On Flood Flows, Luke S. Stewart

Master's Theses

There is a growing need to predict the complex hydrologic and hydraulic effects of beaver-maintained wetlands. This study uses relatively simple inputs and a replicable methodology to predict flood flow impacts of beaver habitat restoration at the site design scale using the engineering industry’s customary hydrology and hydraulic modeling approach. This study focuses on Toro Creek, the primary drainage for a 15.2 square mile watershed on the California Central Coast.

A hydrologic model of Toro Creek watershed was developed in HEC-HMS to approximate saturated soil conditions typical of late-spring flooding events observed in the region. The hydrologic model was calibrated …