Digital Commons Network^™

Deep Learning For Affect Recognition: A Comparative Study Of Physiological Sensor-Based And Facial Image-Based Approaches, Ravi Panchal, Ravi Panchal

Master's Theses

This thesis investigates deep learning approaches for affect recognition using wearable physiological signals and facial image data. The sensor-based component evaluates stress and affect recognition on the WESAD dataset using wrist-based physiological windows and examines multiple temporal modeling strategies, including convolutional, recurrent, hybrid CNN-LSTM, attention-based, ensemble, and time-frequency approaches.

The image-based component evaluates hard-label facial expression recognition on AffectNet+ using pre-trained ResNet-50, EfficientNet-B3, and ConvNeXt-Tiny architectures across Easy, Challenging, and Difficult subsets representing different levels of expression ambiguity.

Experimental results show that the proposed Multi-Branch Attention CNN-BiLSTM (MBA-CNN-BiLSTM) model achieves the strongest wearable stress- and affect-recognition performance among the evaluated …

Integrating Sustainability Into Engineering Education, Riley R. Moller

Master's Theses

Engineering decisions shape lasting technology that affects environmental integrity, public safety, economic stability, and social equity. As global challenges such as climate change, infrastructure vulnerability, and rapid technological advancement intensify, the responsibilities placed on engineers continue to expand. Sustainability provides a framework for addressing these interconnected pressures through systems-based design and long-term thinking. Yet, sustainability education within engineering programs remains unevenly integrated, often positioned as elective or peripheral rather than as a foundational component of professional preparation.

Prior research shows that sustainability is most frequently addressed through stand-alone courses rather than embedded across required curricula, reflecting disciplinary structures that prioritize …

Movement And Space Use Of Weaned Northern Elephant Seal (Mirounga Angustirostris) Pups During Their First At-Sea Foraging Migration, Katie Saenger

Master's Theses

The northern elephant seal (Mirounga angustirostris) is a marine mammal known for engaging in long foraging migrations at sea. Adult male northern elephant seals follow pathways along the western coast of North America towards Alaska and adult female northern elephant seals follow pathways to open ocean in the North Pacific. However, there is little information on weaned northern elephant seal pup foraging behavior during their first foraging migration. This lack of knowledge is significant because northern elephant seals have a mortality rate of >50% in the first year. This project aimed to better understand the at-sea migratory movement …

Reproducing And Evaluating Charger Surfing: Robustness Of Smartphone Charging-Line Side-Channels, Colby M. Watts

Master's Theses

Smartphones are frequently connected to external, untrusted charging hardware, creating opportunities for side-channel attacks that do not require malware or direct access to device data. Charger Surfing, a recently proposed charging-line power analysis side-channel attack, reported high accuracy in inferring touchscreen input from voltage measurements collected from a smartphone’s charging cable; however, the reproducibility and robustness of these results under different conditions remain unclear. This thesis presents an independent replication and evaluation of Charger Surfing, including the development of an end-to-end data collection pipeline consisting of a modified charging cable, oscilloscope-based recordings, custom Android app, automated trace processing, and convolutional …

Improving The Reliability And Performance Of A Supersonic Indraft Tube Wind Tunnel, Christian J. Kaml

Master's Theses

Access to supersonic testing is increasing in demand, and wind tunnels remain one of the safest and most cost-effective methods for gathering high-speed flow data. Despite being more economical than alternative options, supersonic wind tunnel facilities often require substantial investment to construct, operate, and maintain.

The novel indraft tube tunnel architecture was conceived as a high-speed flow testbed that incorporates features of both Ludwieg tubes and indraft wind tunnels to maintain costs low enough to be accessible even to small universities. This design was first developed and tested in 2018 at California Polytechnic State University, featuring a cost per test …

Preserving Structural Alias Information Across The Mlir-To-Llvm Lowering Boundary, Shravan Sheth

Master's Theses

Machine learning training and inference workloads run at massive scale, where the efficiency of generated machine code directly affects throughput and energy consumption. The compilers that lower model specifications to hardware instructions rely on optimization passes that can only exploit information visible in the representations they operate on. MLIR, the intermediate representation framework underlying production machine learning compilers such as IREE and Triton, is designed so that each abstraction level can encode semantics that lower levels cannot represent. One example is memref.subview, which partitions a buffer into typed regions with explicit offsets and sizes, making structural non-overlap provable from the …

Design And Analysis Of A Customizable 6-Dof Force/Torque Sensor, Pyeongkang Kim

Master's Theses

This thesis presents the design, development, calibration, and testing of a novel customizable six-degree-of-freedom force/torque sensor, called the Kustom Force/Torque Sensor (KFTS), for use in the Cal Poly Low Speed Wind Tunnel (LSWT). The KFTS was developed as an alternative to commercial multi-axis force/torque sensors that feature fixed specifications. The swappable components and configurable structure of the KFTS enables changes to the sensor sensitivity, sensing range, and frequency response. Experimental testing verified that the sensor behaved as a linear time-invariant system, enabling calibration through the method of least squares and allowing the applied forces and moments to be reconstructed as …

Praxsmith: An Actor-Centric Domain Specific Language For Emergent Narratives In Video Games, Jacob C. Kelleran

Master's Theses

The video game industry is rapidly growing, and interest in game development is growing alongside it. Among this growing interest is a desire to include branching and emergent narratives in games. This subject is understood to be difficult, as every possible trajectory within the story creates exponential complexity. Large studios are sometimes able to create convincing implementations, but that is often with hundreds of developers and writers. Over the years, various solutions have been proposed to create frameworks and languages that aim to tackle this problem, with varying degrees of success. Some frameworks attempt this by placing the focus on …

An Evaluation Of Road Network Structure As A Predictor Of Traffic Volume, Colin M. Mcdonald

Master's Theses

This thesis evaluates the relationships between various graph theory metrics and taxi traffic volume for the cities of San Francisco, California and Porto, Portugal. We also evaluate a modified betweenness centrality metric which incorporates the count of distinct origin-destination pairs from the taxi data as the weight function. This thesis extends a paper by Pengyao Ye, Bo Wu, and Wenbo Fan by reducing circularity through a temporal train-test split and by comparing both line-graph and primal-graph formulations of betweenness centrality.

We found that past traffic volume is almost perfectly correlated with future traffic volume and that the modified betweenness centrality …

Research And Assessment Of Needs For Sign And Signal Maintenance, Megan White, Eric Green

Kentucky Transportation Center Research Report

Kentucky Transportation Cabinet (KYTC) sign and signal crews have expressed multiple concerns related to compensation, expertise, and having the financial and personnel resources needed to help the agency comply with Manual on Uniform Traffic Control Devices (MUTCD) guidelines while continuing to perform routine job duties. Internal reorganizations and personnel changes have reduced staffing and budgets available to underwrite the activities of sign and signal crews even as workloads have remained steady or increased. To document the challenges facing sign and signal crews and associated engineering staff, Kentucky Transportation Center (KTC) researchers administered a statewide survey. Respondents gave their perspectives on …

Building And Facility Asset Inventory Assessment And Maintenance, Catherine Keathley, Bethany Paris, Jon Wilcoxson

Kentucky Transportation Center Research Report

The Kentucky Transportation Cabinet (KYTC) manages approximately 1,500 buildings statewide, including facilities such as office buildings, maintenance and equipment garages, and storage sheds. Because managing buildings and properties requires considerable effort, agency decision makers need reliable monitoring and management tools that generate and organize data which can be used to determine the best course of action for facility maintenance and replacement. In addition to assessing the Cabinet’s building inventory, this report advances recommendations to improve the collection, management, and reporting of facility-related data. Assessment of the inventory managed by KYTC included geolocation of all properties and the buildings therein. Once …

2026 June, Morehead State University. Office Of Communications & Marketing.

Morehead State Press Release Archive, 1961 to the Present

Press releases for June of 2026.

Fairlinked: Data Fairification Tools For Materials Data Science, Van D. Tran, Brandon Lee, Ritika Lamba, Henry Dirks, Quynh D. Tran, Balashanmuga Priyan Rajamohan, Ozan Dernek, Laura S. Bruckman, Yinghui Wu, Erika I. Barcelos, Roger H. French

Student Scholarship

FAIRLinked is a software package created to support the FAIRification of materials science data, ensuring proper alignment with FAIR principles: Findable, Accessible, Interoperable, and Reusable. It is built to be compatible with MDS-Onto, an ontology designed to capture the semantics of various types of materials data, enabling integration and sharing across different research workflows. The package is subdivided into three subpackages: InterfaceMDS, RDFTableConversion, and QBWorkflow. The first subpackage, InterfaceMDS allows users to search for terms using either string search or various filters, explore different domains and subdomains, and add terms to MDS-Onto. RDFTableConversion is used for serialization and deserialization of …

Kytc Crash Modification Factor Recommendation List Online Tool, William Staats, Reginald Souleyrette, Teng Alex Wang, Mohammad Zana Majidi

Kentucky Transportation Center Research Report

Transportation practitioners use crash modification factors/functions (CMFs) to calculate the number of crashes expected once a countermeasure has been implemented. When evaluating design alternatives, CMFs can be used in conjunction with safety performance functions (SPFs) to derive crash predictions. The Federal Highway Administration (FHWA) maintains the CMF Clearinghouse as a repository for CMFs. Contributions are submitted by researchers across the U.S., Canada, and throughout the world. Typically, individual countermeasures are associated with multiple CMFs. Some CMFs only apply to a specific facility or crash types. CMF quality varies, and some only apply to a specific facility and/or crash types, regions, …

Rehab Mechanics, Sierra Spierling, Nicole Garcia, Joel Gonzalez, Diana Garcia-Becerra, Mia Kwan

Mechanical Engineering Senior Theses

Stroke survivors often struggle to regain grip strength and hand mobility due to limited access to physical therapy, lack of progress tracking during independent rehabilitation sessions, and reduced motivation from slow or unmeasured progress. There is a need for more effective rehabilitation approaches, as current at-home strengthening tools do not provide quantitative feedback or adjustable resistance, and clinical devices are expensive. This makes it challenging for patients and their physical therapists to guide recovery and monitor improvement effectively. To address these obstacles, we developed a low-cost, customizable grip-strengthening device that tracks patient progress and assists in regaining strength and mobility …

Visual Arts Are The Only Arts With Morals: Generative Ai And Aural Arts, Megan Pilege

UMKC Law Review

No abstract provided.

Wellness, Transhumanism, And The Death Of Health Law, Leah Fowler

UMKC Law Review

No abstract provided.

Wellness Influencer Scienceploitation: An American Medicine Show Revival, Jennifer D. Oliva

UMKC Law Review

No abstract provided.

Bowl-O-Matic, Nathan Lin, Luis Torres, Jill Worthington, Aiden Foote

Mechanical Engineering

Adaptive physical education presents the unique challenge of accommodating individuals with diverse physical and cognitive abilities. Instructors and program designers must often integrate specialized equipment, fixtures, or features to ensure activities remain safe, inclusive, and user-friendly. Beyond accessibility, adaptive physical education highlights the importance of empowerment— enabling every participant to experience personal growth, confidence, and connection through movement. Friday Club, a local San Luis Obispo program supported by Cal Poly’s Kinesiology Department, embodies these values by providing adaptive physical activities that promote health and well-being for individuals with varying abilities. One of the most popular and regularly held activities is …

Cosmetic Clamper, Daniel Peter Gates, Bruno Roberto Martinez, Samantha Remy, Zachary Joseph Roeber

Mechanical Engineering

Cosmetic Clamper Mechanical Engineering Senior Project was a senior project at California Polytechnic State University, San Luis Obispo in the College of Engineering, Mechanical Engineering Department. The project ran from September 2025 to June 2026. The project developed the Cosmetic Clamper device, an accessibility product designed to help individuals with unilateral upper extremity motor deficits open, use, and close cosmetic containers independently.

Me3329 Modular Phonograph Gearbox, Garrett Andrik Leighton, Preston Robert Hupe, Gavin Carter Ebner, Andrew Renato Reyes

Mechanical Engineering

The Mechanical Engineering Department at California Polytechnic State University, San Luis Obispo (Cal Poly), seeks to develop a laboratory tool allowing students to reinforce concepts of gears for Mechanical Systems Design (ME329). Some current laboratories do not provide students with hands-on interaction, and the department lacks equipment and documentation to support a standardized lab. With ME329 expanding from ten to fifteen weeks, there is an opportunity to create a physical gearbox design lab allowing students to reinforce lecture material in engaging ways, while standardizing student learning. This senior project is presented and sponsored by Professor Alan Zhang. It will be …

Mapping Structural Mistrust In Medicine, Ashleigh Allgood

ETDs from 2020-2029

Much of the existing literature treats mistrust as resistance or noncompliance. A structural perspective reverses that logic. It views mistrust as a reflection of institutional behavior rather than individual belief. When systems repeatedly fail to protect or repair harm, withdrawal becomes a reasonable and protective response. Structural mistrust represents both an adaptation to inequality and a cumulative record of institutional unreliability. This dissertation develops and tests a theory of structural mistrust as a collective orientation that links institutional design to individual behavior and perceived health. It makes three contributions. First, it conceptualizes structural mistrust as a product of state institutions …

Exploring The Association Between Social Media Use Frequency And Violence-Related Behaviors Among U.S. High School Students: A Cross-Sectional Analysis Of The 2023 Youth Risk Behavior Survey, Luma Hammoudi

ETDs from 2020-2029

Youth violence remains a major public health concern in the United States (U.S.), with firearm injuries now the leading cause of death among children and adolescents. At the same time, social media use has become nearly universal among youth, raising concerns about how online interactions may influence violence-related behaviors. Social media platforms can facilitate peer conflict, electronic bullying, and public exposure to aggressive behaviors, which may extend into offline environments such as schools and communities. However, the relationship between social media use frequency and youth violence remains understudied. This study examined the relationship between frequency of social media use and …

Electrophysiological Retinal Changes In Aging And Its Implication In Alzheimer’S Disease, Samuel Jacob Haskins

ETDs from 2020-2029

Alzheimer’s disease remains one of the most expensive and fatal diseases facing medical practitioners to this day. According to the CDC, statistics show that it is the seventh leading cause of death worldwide. In addition to fatalities, there is a tremendous financial and emotional cost of dementia to the patient and surrounding caregivers. Improved screening techniques and new treatments for this disease are a priority of several institutes within the NIH. Early detection and early intervention are critical to improve the outcomes of patients worldwide. Amyloid beta plaques and neurofibrillary tangles (NFT) are two of the most important protein aggregates …

Design, Build, Fly 2026, Unique Barnes, Dante Black, Kyle Greiner, Gabriel Kern, Justin Mayer, Charles Olsen, Jack Quinn, Ben Randall, Tate Schurman, Mark Williams, Brendan Yarusso

Mechanical Engineering Senior Theses

This thesis follows the design, manufacturing, and testing of Santa Clara's 2026 AIM Design, Build, Fly Team. The project is built on one main system with multiple subsystems related to the payload and integration of payload. The main system is the Wings of Theseus which is a 5 ft span electric remote controlled plane designed to complete 4 four missions: rapid loading and unloading of payload, airworthiness, internal payload flight, and towed payload flight. Each of these missions is directly related to the aforementioned subsystems. The Wings of Theseus incorporated a rectangular wing with geometric twist as well as a …

Short Arc Angles-Only Initial Orbit Determination For Reliable Reacquisition Of Low Earth Orbit Objects, Isabella Rackemann

Master's Theses

Low Earth orbit (LEO) is becoming increasingly congested, furthering the need for accurate tracking and catalog maintenance. Initial orbit determination (IOD) is the first step in this process, providing a preliminary estimate of an object’s state given observations. When it comes to LEO optical observations, a large portion of them are inherently short in duration. Angles-only IOD methods struggle with this data, often producing highly inaccurate solutions that limit reacquisition capabilities. This study expands on prior short arc IOD research, testing seven classical and assumed circular orbit (ACO)-modified angles-only IOD algorithms on real LEO observational data spanning 0-4 degrees of …

Kinetic Sculpture For The San Luis Obispo Botanical Garden, Yotam Barr, Reynaldo Farias, Natalie Krueger, Priscilla Puei Ci Lam

General Engineering

Flower Power designed, fabricated, tested, and installed a wind-driven metal lavender and bee sculpture for the San Luis Obispo Botanical Garden Children's Garden. The project provides a colorful kinetic installation that complements the existing poppy sculpture while remaining child-safe, durable outdoors, manufacturable with campus resources, and low cost to the sponsor. The final sculpture consists of a steel main stem installed in a sleeve-style concrete foundation, three green branch clusters, independently rotating purple lavender bud assemblies, decorative leaves, and a bee. The sculpture was fabricated from steel tube, sheet metal, bearings, printed ASA components, paint, and foundation materials. The installed …

Mars Mini Rover Sample Retrieval Robotic Claw, Cami Chambers, Ani Lachikian, Alexa Ramirez, Alex Power

Mechanical Engineering

This project involves several key stakeholders, including the Poly1 Rover Club, Professor Rich Murray, and NASA’s Jet Propulsion Laboratory (JPL). The primary objective is to develop an improved robotic claw capable of retrieving sample tubes left by the Perseverance Rover on the Martian surface. In tackling this challenge, the design must account for the harsh Mars climate while integrating cameras and electrical components, durable structure, and a rotational component to the Mini-Rover claw without incorporating an additional motor, sample storage unit, structural aspects or unnecessary weight. The current Mini-Rover consists of a four-degree-of-freedom robotic arm with joints often referred to …

Design For Repairability Demo, Wyatt Barnes, Andrew Petersen, Aaron Schiff, Ethan Dickson

Mechanical Engineering

Design for repairability is a growing focus in modern product development due to the widespread production of cheap electronic appliances with short service lives. When these appliances break, their low cost means they often end up in landfills, instead of being repaired. If these products were designed specifically with repairability in mind, they would hopefully be easier to repair by the everyday consumer. Currently, the Cal Poly Mechanical Engineering curriculum covers design for manufacturability, design for accessibility, and design for cost, but not design for repairability. To teach an effective technical elective class on this topic, Cal Poly engineering professors …

Sensory, Light, And Sound Box, Galilea Andrea Portillo, Hannah Elizabeth Henderson, Marcus Kiyoshi Kanenaga

Mechanical Engineering

The Sensory, Light, and Sound Box senior project outlined an adaptable, mobile sensory environment designed to improve cognitive and visual processing skills for students with Cerebral Visual Impairment (CVI) at the Oceano Education Center. Currently, the market lacks accessible solutions tailored to these non-verbal, low-mobility students, making traditional classrooms overwhelming. This project outlines the modification of an existing static layout into a functional, three-sided wooden over-bed frame that accommodates a standard hospital bed. Our team manufactured a structurally stable verification prototype under a $500 budget, integrating slow-closing outward-hinged walls for safety, dual Bluetooth speakers, and a synchronized LED projector that …