Digital Commons Network^™

Wildfire Risk Assessment Using Convolutional Neural Networks And Modis Climate Data, Sean F. Nesbit

Master's Theses

Wildfires burn millions of acres of land each year leading to the destruction of homes and wildland ecosystems while costing governments billions in funding. As climate change intensifies drought volatility across the Western United States, wildfires are likely to become increasingly severe. Wildfire risk assessment and hazard maps are currently employed by fire services, but can often be outdated. This paper introduces an image-based dataset using climate and wildfire data from NASA’s Moderate Resolution Imaging Spectroradiometer (MODIS). The dataset consists of 32 climate and topographical layers captured across 0.1 deg by 0.1 deg tiled regions in California and Nevada between …

Evaluation Of Automatic Text Summarization Using Synthetic Facts, Jaewook Ahn

Master's Theses

Automatic text summarization has achieved remarkable success with the development of deep neural networks and the availability of standardized benchmark datasets. It can generate fluent, human-like summaries. However, the unreliability of the existing evaluation metrics hinders its practical usage and slows down its progress. To address this issue, we propose an automatic reference-less text summarization evaluation system with dynamically generated synthetic facts. We hypothesize that if a system guarantees a summary that has all the facts that are 100% known in the synthetic document, it can provide natural interpretability and high feasibility in measuring factual consistency and comprehensiveness. To our …

In-Situ Defect Detection Using Acoustic Vibration Monitoring For Additive Manufacturing Processes, Ali Harake

Master's Theses

The world of additive manufacturing revolves around speed and repeatability. Inherently, the process of 3D printing is plagued with variability that fluctuates with every material and parameter modification. Without proper qualification standards, processes can never become stable enough to produce parts that may be used in aerospace, medical, and construction industries. These industries rely on high quality metrics in order to protect the lives of those who may benefit from them. To establish trust in a process, all points of variation must be controlled and accounted for every part produced. In instances where even the best process controls are enacted, …

Design Of An Automotive Iot Device To Improve Driver Fault Detection Through Road Class Estimation, Matt Murray

Master's Theses

Unsafe driver habits pose a serious threat to all vehicles on the road. This thesis outlines the development of an automotive IoT device capable of monitoring and reporting adverse driver habits to mitigate the occurrence of unsafe practices. The driver habits targeted are harsh braking, harsh acceleration, harsh cornering, speeding and over revving the vehicle. With the intention of evaluating and expanding upon the industry method of fault detection, a working prototype is designed to handle initialization, data collection, vehicle state tracking, fault detection and communication. A method of decoding the broadcasted messages on the vehicle bus is presented and …

An Introduction To Fröberg's Conjecture, Caroline Semmens

Master's Theses

The goal of this thesis is to make Fröberg's conjecture more accessible to the average math graduate student by building up the necessary background material to understand specific examples where Fröberg's conjecture is true.

Out-Of-Core Gpu Path Tracing On Large Instanced Scenes Via Geometry Streaming, Jeremy Berchtold

Master's Theses

We present a technique for out-of-core GPU path tracing of arbitrarily large scenes that is compatible with hardware-accelerated ray-tracing. Our technique improves upon previous works by subdividing the scene spatially into streamable chunks that are loaded using a priority system that maximizes ray throughput and minimizes GPU memory usage. This allows for arbitrarily large scaling of scene complexity. Our system required under 19 minutes to render a solid color version of Disney's Moana Island scene (39.3 million instances, 261.1 million unique quads, and 82.4 billion instanced quads at a resolution of 1024x429 and 1024spp on an RTX 5000 (24GB memory …

Bearing Fault Detection And Classification Using Artificial Neural Networks, Harnak Singh

Master's Theses

Bearings are the essential components of modern rotating machines. Bearing faults can cause severe machine damages or even breakdowns.

In recent years, artificial intelligence and deep learning have been successfully applied to fault detection. In this thesis, convolutional neural networks (CNN) are employed for bearing fault detection and classification. Computer simulations results demonstrate that the CNN based approach is advantageous over the conventional regression model, with an overall accuracy of 99.5%.

Microgrid Laboratory Wind Energy Integration, Vincent Liang

Master's Theses

Cal Poly San Luis Obispo’s Electrical Engineering Department and the Power Energy Institute have developed a microgrid laboratory with various generators, loads, and protection systems over the past several years. To improve and make the Cal Poly microgrid laboratory more realistic, this thesis outlines the process of improving the EE microgrid setup by adding a wind energy generation system via an induction generator, excitation capacitors, and a protection relay. By adding an induction generator, the microgrid system becomes more resilient to sudden power fluctuations by maintaining a stable voltage and frequency when the microgrid is islanded. To test this, a …

Effects Of Experimental Scale On The Adsorption Of Two Pharmaceutical Drugs Detected In Municipal Wastewater Effluent, Michael Moore

Master's Theses

Pharmaceutical drugs are being produced and consumed in increasing quantities every year and are poorly treated by conventional wastewater treatment processes, leading to increasing detection of such compounds in surface water, groundwater, and municipal drinking water. Soil aquifer treatment (SAT) is a promising method for treating these emerging compounds through combined adsorption and degradation of target compounds in soil. This thesis examines the consistency of results from typical studies like adsorption isotherms and soil columns utilized in analysis of SAT performance, across varying experimental scales. The adsorption behavior of two pharmaceuticals was investigated as a function of experimental scale and …

Improving Relation Extraction From Unstructured Genealogical Texts Using Fine-Tuned Transformers, Carloangello Parrolivelli

Master's Theses

Though exploring one’s family lineage through genealogical family trees can be insightful to developing one’s identity, this knowledge is typically held behind closed doors by private companies or require expensive technologies, such as DNA testing, to uncover. With the ever-booming explosion of data on the world wide web, many unstructured text documents, both old and new, are being discovered, written, and processed which contain rich genealogical information. With access to this immense amount of data, however, entails a costly process whereby people, typically volunteers, have to read large amounts of text to find relationships between people. This delays having genealogical …

Viability And Implementation Of A Vector Cryptography Extension For Risc-V, Jonathan W. Skelly

Master's Theses

RISC-V is an open-source instruction-set architecture (ISA) forming the basis of thousands of commercial and experimental microprocessors. The Scalar Cryptography extension ratified in December 2021 added scalar instructions that target common hashing and encryption algorithms, including SHA2 and AES. The next step forward for the RISC-V ISA in the field of cryptography and digital security is the development of vector cryptography instructions.

This thesis examines if it is viable to add vector implementations of existing RISC-V scalar cryptography instructions to the existing vector instruction format, and what improvements they can make to the execution of SHA2 and AES algorithms. Vector …

X-Band Rf Transmitter Design For Multi-Purpose Small Satellite Communication Operations, Omer F. Gumus

Master's Theses

This thesis provides a description of the analysis, design, and tests of an X-band RF Transmitter communication system for small satellites. X-band transmitter systems are becoming popular in the upcoming deep space missions. Most of the deep-space ground stations have been using X-band frequencies to receive or transmit signals. The X-band (<10 GHz) can offer lower atmospheric losses and up to a couple of Mbps data rates for multiple satellite operations. Nowadays, many small satellites have been using frequency bands such as VHF, UHF, L, and S-band frequencies for communication. From deep space to the ground station, the low-frequency ranges are inadequate in providing Mbps level data rates and enough bandwidth for deep space missions.

The main focus of this thesis was the development of the subsystems such as gain block amplifier, Mixer, Bandpass Filter, and RF power amplifier. The subsystems were designed separately, then they were connected together to perform an end-to-end system test. One of the thesis aims is to design …

Strainer: State Transcript Rating For Informed News Entity Retrieval, Thomas M. Gerrity

Master's Theses

Over the past two decades there has been a rapid decline in public oversight of state and local governments. From 2003 to 2014, the number of journalists assigned to cover the proceedings in state houses has declined by more than 30\%. During the same time period, non-profit projects such as Digital Democracy sought to collect and store legislative bill and hearing information on behalf of the public. More recently, AI4Reporters, an offshoot of Digital Democracy, seeks to actively summarize interesting legislative data.

This thesis presents STRAINER, a parallel project with AI4Reporters, as an active data retrieval and filtering system for …

Accelerating Graphics Rendering On Risc-V Gpus, Joshua Simpson

Master's Theses

Graphics Processing Units (GPUs) are commonly used to accelerate massively parallel workloads across a wide range of applications from machine learning to cryptocurrency mining. The original application for GPUs, however, was to accelerate graphics rendering which remains popular today through video gaming and video rendering. While GPUs began as fixed function hardware with minimal programmability, modern GPUs have adopted a design with many programmable cores and supporting fixed function hardware for rasterization, texture sampling, and render output tasks. This balance enables GPUs to be used for general purpose computing and still remain adept at graphics rendering. Previous work at the …

Effect Of Vine Age And Selected Winemaking Techniques On The Sensory Profile Of Central Coast Red Wines, Isabelle Lomonaco

Master's Theses

Descriptive sensory analysis is essential to understanding how differing varietals, viticultural techniques, enological techniques, vintage, regions, etc. impact the sensory characteristics found in wines. These studies analyzed the sensory impacts of vine age, whole cluster and stem addition influences, the frequency of cap management regimes, and selected fermentation variables, on 2019 Zinfandel, 2020 Syrah, 2020 Tannat, 2020 Cabernet Sauvignon, and 2021 Graciano wines respectively, from the Central Coast of California, USA. The investigation of Old vine Zinfandel indicated that these wines were defined as complex due to the wide variety of descriptors used to characterize them, having high color saturation …

Case Study Analysis Of The Sequencing Of Asphalt Paving For The San Luis Obispo Airport Runway Rehabilitation Project, Sierra H. Williamson

Construction Management

The following analysis of the San Luis Obispo Runway Rehabilitation Project is an examination of the asphalt paving sequence used to pave the 11-29 Runway and associated taxiways. The primary objective of this case study analysis is to gain insight as to how the pavement sequencing could have been done differently to decrease the potential for joint compaction issues between paving areas while still maintaining high efficiency and adhering to work limitations. To address issues encountered with the original paving sequence related to joint compaction, there are two alternative paving plans that this analysis will apply: wider paving areas with …

Paso Robles Police Department Shooting Range Shade Structure, Parker Greves Smith

Construction Management

The Paso Robles Police Department has a shooting range about ten minutes from their station next to the Paso Robles Regional Airfield. They have owned the property for years, making numerous improvements to the land and infrastructure to make it more conducive to shooting, much of the work has been done by other past Cal Poly students as well. With Paso Robles geographical location, it is regularly a windy place where the average high during the summer months is almost 90 degrees Fahrenheit. Naturally when spending hours shooting, shade breaks are needed which is where the necessity of a shade …

Skip The Grid: Installation Of Solar Powered Refrigeration In The Navajo Nation, Connor T. Avrit

Construction Management

The Skip the Grid project was a project completed with the joint efforts of California Polytechnic State University, San Luis Obispo (Cal Poly) and many other company sponsors including Solv Energy, Dometic, Goal Zero and Heart of America a nonprofit. Skip the Grid’s project goal and outcomes was to improve the quality of life and provide clean sustainable off grid energy to families within the Navajo Nation. The Navajo Nation is located in the Four Corners region of the United States with approximately a third of its residents without the means or circumstances to be tied into grid level power. …

Self-Performing Developers And General Contractors Working Together, Christian A. Blevins

Construction Management

One of the major goals for a general contractor during construction is to make a profit and for the owner, get the project built for the lowest amount possible. Just as general contractors have been opening self-performing divisions within their own company, owners are capable of self-performing certain aspects of a construction job as well. Owners have shown the capability to operate the project management aspect of construction in order to keep control of factors that are important to the owner and then form a joint venture or subcontract the entire construction management aspect of the project. The project management …

Landscape Storage Shed For Transitions-Mental Health Association, Jennifer Casey Knickerbocker

Construction Management

The purpose of this paper is to outline the process of planning, designing, and constructing a storage shed for the non-profit organization, Transitions-Mental Health Association (T-MHA). This project was developed through a Cal Poly Construction Management course, CM 420, Service and Experiential Learning. The goal of this class is to gain experience through physical construction by building a service project for an organization or person who needs it. For this project, T-MHA asked that a storage chest be built for their landscaper who maintains the on-site garden. Due to multiple change orders by the owner, what was originally going to …

The Ranch Property Improvements, Jack Mauldin

Construction Management

The Ranch is a ten-and-a-half-acre property that offers employment opportunities for people with developmental disabilities. The Ranch focuses on growing small crops and plants that are then harvested by people with developmental disabilities, with the goal of giving them experience doing work on a farm-like property. The Ranch needed a more developed property; with very little areas to grow food and a chicken grazing area too small to support The Ranch’s goals, there needed to be some improvements done on the premises. The first proposed and completed improvement was to build a new garden box better equipped for the purposes …

Farm Stand Build And Service Days For The Ranch, John Reis Blackwood Calhoun

Construction Management

This paper outlines the building of a farm stand and service days done for The Ranch which works with the United Cerebral Palsy of Central California. The construction of a farm stand was requested by the client because they did not have one and would like to start selling the vegetables and fruits that they grow on their property. Additionally, there was an opportunity to do other improvements around the farm and simultaneously help brothers in the fraternity get service hours. To do this set up service days were set up where miscellaneous tasks around the farm such as spreading …

Son Care Foundation - Shade Structure Construction, Nicole Bocanegra

Construction Management

This paper will outline the preconstruction and construction processes that took place to erect a shade structure for the Son Care Foundation. This project included the design, estimate, and construction of the 8 ft tall shade structure. The structure was composed of pressure-treated lumber, concrete, metal post bases, and corrugated metal roofing. While originally expected to be around 15 foot in length, the final structure ended up being closer to 20 feet long. Based on existing shade structure of the foundation, the roof of the shade structure is sloped one way towards the back of the structure. The construction and …

Oceanside Angler’S Club David Pine Memorial Weight Board, Tanner Joseph Pine

Construction Management

The David Pine Memorial Weight Board was constructed for the Oceanside Angler’s Club. I was contacted by this organization, to create a weigh board in founding member David Pine’s memory. The club had a previous weight board that was destroyed due to the harsh conditions of the coast. The process of building this board incorporated many of the facets taught in the Cal Poly curriculum. I had to work with the owners in order to create a suitable design, materials had to be acquired using alternative methods, subcontractors were worked with to create components of the board, and a schedule …

Use Of Industrialized Construction Within Mechanical Contractors Association Of America, Nathan M. Yi

Construction Management

It is a constant battle in the construction industry to improve productivity and efficiency while keeping the cost and schedule as low as possible. This can be made possible through the use of industrialized construction strategies such as, prefabrication, building information modeling (BIM), and automation. In this study, the main purpose of this survey was to collect information about MCAA firms’ knowledge of industrialized construction strategies, their use of them in the past, and their willingness to use them in the future. It also aims to explore the use of industrialized construction and its viability as a path for mechanical …

Dallidet Adobe And Gardens Vegetable Renovation, Cristian Melo

Construction Management

This paper will construe the steps of determining the original concept design by discussing the challenges of the current conditions of the scope work, coordinating with the Garden Director by insuring all his requests were met, recycling existing material, implementing skills learned in surveying, installing a new brick walkway, and renovating 31 planter boxes. All of this was designed and installed in the San Luis Obispo Dallidet Adobe & Gardens. These gardens are a historic site located in the heart of San Luis Obispo where the public can utilize this area for certain events. The goal for this project was …

Shabang Music Festival Seating, Carter L. Norton

Construction Management

This outlines the process of the building and installation of four shaded seating areas at the SHABANG Music Festival located at Laguna Lake Park in San Luis Obispo. This paper places an emphasis on the pre-construction elements of the building stage. SHABANG Music Group rented out a section of Laguna Lake Park to host a music festival designed to bring the San Luis Obispo community together. The goal of the project discussed was to build a raised VIP seating area facing the main stage on which music lovers could relax while still being able to enjoy an unobstructed view of …

Oceanside Angler's Club David Pine Memorial Weight Board, Tanner Joseph Pine

Construction Management

The David Pine Memorial Weight Board was constructed for the Oceanside Angler’s Club. I was contacted by this organization, to create a weigh board in founding member David Pine’s memory. The club had a previous weight board that was destroyed due to the harsh conditions of the coast. The process of building this board incorporated many of the facets taught in the Cal Poly curriculum. I had to work with the owners in order to create a suitable design, materials had to be acquired using alternative methods, subcontractors were worked with to create components of the board, and a schedule …

Dallidet Adobe And Gardens Vegetable Renovation, Nicholas John Campbell

Construction Management

This paper will construe the steps of determining the original concept design by discussing the challenges of the current conditions of the scope work, coordinating with the Garden Director by insuring all his requests were met, recycling existing material, implementing skills learned in surveying, installing a new brick walkway, and renovating 31 planter boxes. All of this was designed and installed in the San Luis Obispo Dallidet Adobe & Gardens. These gardens are a historic site located in the heart of San Luis Obispo where the public can utilize this area for certain events. The goal for this project was …

Safely Covered Or Dangerously Exposed: Analyzing The Safety Vest Code Of Compliance, Sophie L. Stewart

Construction Management

As the construction industry transitions to reflect a more diverse population, it is essential that personal protective equipment (PPE) accommodates this shift in demographics. In particular, the “One size fits all” approach is no longer an appropriate metric of fit for the safety vest. Previous student research reflected an overwhelming consensus that construction workers do not have vests which appropriately fit them. In response, the Cal Poly Construction Management Department hosted the first ever Verifying Everyone's Safety Together (VEST) Hackathon. This two-day event fostered a space for industry members, students, and faculty to discuss and develop several prototypes which better …