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Balancing Privacy And Accuracy In Iot Using Domain-Specific Features For Time Series Classification, Pranshul Lakhanpal Jun 2023

Balancing Privacy And Accuracy In Iot Using Domain-Specific Features For Time Series Classification, Pranshul Lakhanpal

Master's Theses

ε-Differential Privacy (DP) has been popularly used for anonymizing data to protect sensitive information and for machine learning (ML) tasks. However, there is a trade-off in balancing privacy and achieving ML accuracy since ε-DP reduces the model’s accuracy for classification tasks. Moreover, not many studies have applied DP to time series from sensors and Internet-of-Things (IoT) devices. In this work, we try to achieve the accuracy of ML models trained with ε-DP data to be as close to the ML models trained with non-anonymized data for two different physiological time series. We propose to transform time series into domain-specific 2D …

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Suppression Of National Identities: Ukrainian And Baltic Cultures In The Soviet Union, Jonathan H. Mastman Jun 2023

Suppression Of National Identities: Ukrainian And Baltic Cultures In The Soviet Union, Jonathan H. Mastman

Master's Theses

This thesis defines the formation and consummation of Soviet Bolshevism as another imperialist force rather than its stated objective of freeing the people of the United Soviet Socialist Republics from the clutches of an inequitable elite. Through the policies and objectives of the Soviet government the workers and citizens of Ukraine and the Baltic republics were not liberated or given autonomy over their lives and labor, as Marxist-Leninism would have them believe. I review the Russification efforts found first in the Tsarist Russian Empire and then continued by Soviets in the nature of pursuing or denying cultural, political, and economic …

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Deep Learning Recommendations For The Acl2 Interactive Theorem Prover, Robert K. Thompson, Robert K. Thompson Jun 2023

Deep Learning Recommendations For The Acl2 Interactive Theorem Prover, Robert K. Thompson, Robert K. Thompson

Master's Theses

Due to the difficulty of obtaining formal proofs, there is increasing interest in partially or completely automating proof search in interactive theorem provers. Despite being a theorem prover with an active community and plentiful corpus of 170,000+ theorems, no deep learning system currently exists to help automate theorem proving in ACL2. We have developed a machine learning system that generates recommendations to automatically complete proofs. We show that our system benefits from the copy mechanism introduced in the context of program repair. We make our system directly accessible from within ACL2 and use this interface to evaluate our system in …

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Estimating The Impact Of Infill Housing On Reduction In Vehicle Miles Traveled, Peyton Marie Ratto Jun 2023

Estimating The Impact Of Infill Housing On Reduction In Vehicle Miles Traveled, Peyton Marie Ratto

Master's Theses

Vehicle miles traveled (VMT) and its relationship with the built environment has been extensively studied. Most notably, five D variables of the built environment including density, diversity, design, destination accessibility, and distance to transit are the key variables included in this research to explain VMT generation from housing developments. This thesis uses prior research that developed robust statistical models and findings to create a framework to estimate VMT reduction affected by infill housing developed using incentives provided by the state compared to a regional comparator. The regional comparator is typically a suburban single-family housing development in the region. The models …

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Examining The Use Of A Network Bypass To Circumvent Data Diodes Within Industrial Control Systems, Bryce Molesh Jun 2023

Examining The Use Of A Network Bypass To Circumvent Data Diodes Within Industrial Control Systems, Bryce Molesh

Master's Theses

Our modern world relies upon large scale industrial plants, that are manged by Industrial Control Systems (ICS), to provide critical services such as electricity, water, or waste processing. Over time, these systems have been increasingly connecting outdated systems to modern internet technology to provide additional functionality such as real-time monitoring while also enabling operators to conduct modern business analytics. Thus, these plants offer a potential target for attackers. Recently, such attacks on Industrial Control Systems have increased in number with well publicized attacks such as Stuxnet and TRISIS. To protect against such attacks while also modernizing their networks, Industrial Control …

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Documenting Tetranychus Urticae And Lygus Hesperus Resistance Status In California Strawberries, Kiley William Jensen Jun 2023

Documenting Tetranychus Urticae And Lygus Hesperus Resistance Status In California Strawberries, Kiley William Jensen

Master's Theses

The resistance status of Tetranychus urticae Koch and Lygus hesperus Knight sourced from California strawberry fields was evaluated in laboratory bioassay experiments. Adult female T. urticae sourced from a miticide naïve population were exposed to a range of miticide active ingredient concentrations mixed with acetone in contact bioassay experiments. LC50 concentrations for the active ingredients fenpyroximate, abamectin, bifenazate, and spiromesifen as well as LC90 concentrations for the active ingredients fenpyroximate, abamectin, and bifenazate were derived from this susceptible population. A total of ten field populations of T. urticae, five from the Santa Maria growing region and five …

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​ Soilborne Pathogens Of Strawberry In The Central Coast Region Of California: ​ Survey And Cover Cropping With Wheat For Management Of Macrophomina Phaseolina, Mary Steele Jun 2023

​ Soilborne Pathogens Of Strawberry In The Central Coast Region Of California: ​ Survey And Cover Cropping With Wheat For Management Of Macrophomina Phaseolina, Mary Steele

Master's Theses

Surveys of the four major soilborne pathogens of strawberry (Fusarium oxysporum f. sp. fragariae, Macrophomina phaseolina, Phytophthora spp., and Verticillium dahliae) to determine their relative prevalence were conducted in Watsonville-Salinas, CA in 2021 and in Santa Maria, CA in 2022. All four major pathogens were detected at relatively similar prevalence in Watsonville-Salinas, between 22% and 31% of sampled fields. In Santa Maria, M. phaseolina was far more prevalent at 52% of sampled fields, the other three falling between 14% and 17%. Additionally replicated greenhouse and field trials were conducted to evaluate the effects of wheat as …

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Refactoring Dependency Loading And Standardizing Factory Patterns In The Horizon Simulation Framework, Jack W. Kelly Jun 2023

Refactoring Dependency Loading And Standardizing Factory Patterns In The Horizon Simulation Framework, Jack W. Kelly

Master's Theses

The Horizon Simulation Framework (HSF) is an open-source community driven mod- eling and simulation tool developed over 15 years by a lineage of Cal Poly graduate students. The tool excels in its flexibility to model an assortment of complex systems, with prebuilt modeling elements available for the simulation of space missions. A high-level simulation tool like HSF lends itself to an agile development cycle as system constraints can be quickly identified through day in the life simulation of the modeled system. The objective of the work presented in this thesis is to refactor the way in which several modeling elements …

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Solving Supersonic Flows Using The Method Of Integral Relations In Python, Eddie Hsieh Jun 2023

Solving Supersonic Flows Using The Method Of Integral Relations In Python, Eddie Hsieh

Master's Theses

This thesis presents a modern approach to the Method of Integral Relations implemented in the Python programming language. This work is based on South's reports on solving supersonic conical flows and Belotserkovskii's publications on solving supersonic flows over blunt bodies. The Python SciPy library is extensively used in this thesis. A root finder module is used to perform South's solution process, and the Runge-Kutta ODE solver with dense output is implemented to replicate Belotserkovskii's solution process. The implementation of Python makes the development efficient and serves as an open-source framework for future work to build on. This work focuses on …

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Range-Doppler Map Processing Chain For Marine Radar On Fpga Of An Rfsoc, Nickolas W. Ogilvie Jun 2023

Range-Doppler Map Processing Chain For Marine Radar On Fpga Of An Rfsoc, Nickolas W. Ogilvie

Master's Theses

To improve the accuracy and resolution of the measurements, radar systems employ increasingly complex, resource-intensive signal processing, larger bandwidths, and higher carrier frequencies. However, implementing these improvements requires more expensive, complex electronics that are larger and use more power. Using RFSoC (Radio Frequency System on Chips) in radars can address these challenges. By combining processors, an FPGA (Field Programmable Gate Array), and RF data converters into a single integrated circuit, RFSoCs allow for radar electronics that are physically smaller, use less power, and are simpler to design. As using RFSoCs to perform RF data conversion for radars has been already …

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Adaptive Fascism: A Study Of Far-Right Politics In The Americas, Blake Mustachio Jun 2023

Adaptive Fascism: A Study Of Far-Right Politics In The Americas, Blake Mustachio

Master's Theses

Populism as a term is too ambiguous to describe the surge in far-right nationalistic leaders both during the Cold War and the present day. This paper proposes to solve this quagmire by proposing the term adaptive fascism. Adaptive fascism is the idea that far- right leaders using tactics that have legacies within fascist rhetoric have adapted the fascist rhetoric to fit more within the geopolitical situations of each leader’s respective time period. Looking at both leaders of the Cold War, including Jorge Videla of Argentina and Augusto Pinochet of Chile. As well as modern day leaders, Donald Trump of the …

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Physical And Digital Models For Timber Design And Analysis Courses, Paulina Robles, Gabrielle Rose Favro, Anahid Behrouzi, Abby Lentz Jun 2023

Physical And Digital Models For Timber Design And Analysis Courses, Paulina Robles, Gabrielle Rose Favro, Anahid Behrouzi, Abby Lentz

Architectural Engineering

Among structural engineering education research, there is a limited number of studies on interactive learning tools and activities specifically for the timber design classroom to assist students in visualizing material behavior, vertical and lateral load paths, and construction sequence. Timber design courses within the undergraduate program in the Architectural Engineering department at California Polytechnic State University in San Luis Obispo (Cal Poly), place an emphasis on seismic and wind design. Therefore, the proposed learning tools and activities are intended to pair with an introduction to concepts in the American Wood Council’s National Design Specifications (NDS) and Special Design Provisions for …

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The Impact Of Employee Position And Company Size On Workplace Stress In The Commercial Construction Industry, Jena Lee Jun 2023

The Impact Of Employee Position And Company Size On Workplace Stress In The Commercial Construction Industry, Jena Lee

Construction Management

While stress is commonly experienced in the construction field, there is a lack of understanding regarding how employee rank and company size contribute to this phenomenon. This paper investigates the impact of employee rank and company size on stress levels in the construction industry. To address the gap of information, a qualitative survey was conducted among employees of a small commercial company, focusing on stress levels according to employee ranking. This would be part one. The findings shed light on the relationship between employee position and stress. Additionally, an indirect comparative analysis was performed, comparing the results of this study …

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The Importance Of Implementing Safety Programs For Spanish-Only Workers In Mep, Izak J. Lozano Jun 2023

The Importance Of Implementing Safety Programs For Spanish-Only Workers In Mep, Izak J. Lozano

Construction Management

Hispanics make up 30% of the construction workers, the highest percentage of any non-Hispanic minority group. Unfortunately, evidence also suggests Hispanic and Latino workers with limited to no English language skills are not receiving an adequate amount of safety training which is a growing concern. A lack of safety training and language barriers on the jobsite are seen as the cause for Hispanic workers having 41.6% higher injuries and non-fatal injuries in construction as compared to non-Hispanics in 2020. Three contractors were interviewed about their safety training programs for Spanish-only workers to find what strategies were found to be effective. …

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Attainable And Sustainable Home Building Solutions, Katrina Matthews Jun 2023

Attainable And Sustainable Home Building Solutions, Katrina Matthews

Construction Management

Sustainability has fortunately been a recent concern in the construction industry as climate change continues to impose potentially insurmountable threats to the global environment. Although many new methods have been adopted in efforts to lessen the adverse environmental effects of construction-related activities, as a society, we still have much room for growth as the built environment accounts for almost 50% of global emissions. Many changes and standards must be adopted to make these solutions efficiently beneficial. To set industry standards, we must start with the most basic form of construction- residential building. This report covers two attainable framing solutions for …

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City Farm Slo Educational Pizza Oven, Koby J. Ramage Jun 2023

City Farm Slo Educational Pizza Oven, Koby J. Ramage

Construction Management

City Farm SLO is a nonprofit that educates the public about growing food, and they donate the produce to food banks and communities in need. Their mission is to promote healthy living through sustainable agriculture and farm-based education. This senior project is to build them an educational pizza oven for them to use in their classes. With it they will give lessons where they cook pizzas using ingredients that they grow on site. To do this, the builder had to make it lightweight and able to move around the property to different meeting places and outdoor classrooms. It is also …

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Tehachapi Mountain Trail Association – Trail Bridge Construction, Michael Bowman Jun 2023

Tehachapi Mountain Trail Association – Trail Bridge Construction, Michael Bowman

Construction Management

The Tehachapi Mountain Trail Association is a nonprofit organization which operates 32 miles of hiking and mountain biking trails year-round. The 650-acre property is located in the foothills above Tehachapi, CA and offers local residents and enthusiasts from around the area an area to exercise and enjoy nature. TMTA is able to operate through yearly memberships that allow the association to hold insurance as well as continue to maintain and build new trails year-round. After completing a separate project for TMTA in Winter 2022 for CM 420 Construction Service Learning, the President, Brandon Griffiths approached me with the idea of …

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Case Study: Uplifting The Interest Of Santa Maria High School Students Into The Construction Industry, Juan Zacarias Jr Jun 2023

Case Study: Uplifting The Interest Of Santa Maria High School Students Into The Construction Industry, Juan Zacarias Jr

Construction Management

The central coast of California, has not been a historically proclaimed region that produces large construction projects. The area is well known for other industries, such as the agriculture industry. It is an area that continues to grow interest and persuade these high school students into. Over the years, construction has been growing in the area and can be perceived through the development projects happening in the Central Coast region. Various general contractors have made a move into the central coast looking into expanding their company. This can potentially generate various employment opportunities. This qualitative case study aims to examine …

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Construction Panel Discussion At San Luis Obispo High School, Jake T. Ornellas Jun 2023

Construction Panel Discussion At San Luis Obispo High School, Jake T. Ornellas

Construction Management

The senior project idea for conducting a panel discussion presentation at San Luis Obispo (SLO) High School during a tutorial period was completed by Jake Ornellas and Morgan Conway. This paper provides details on the entire process of reserving a tutorial session at SLO High School, contacting and coordinating with trade representatives and university faculty, and executing the group panel discussion. The purpose of the project was to share and inform local high school students with the information regarding what careers in the different construction industry branches look like and what opportunities are there. The goal of this project was …

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Exploring Student Population And Factors Deciding Enrollment In Cal Poly Slo Cm Program, Nicholas Diaz Jun 2023

Exploring Student Population And Factors Deciding Enrollment In Cal Poly Slo Cm Program, Nicholas Diaz

Construction Management

This study addresses the research problem of understanding how students discover the Construction Management (CM) major at Cal Poly SLO and assessing the satisfaction level of current CM students. A qualitative survey was conducted among 31 anonymous CM students using a digital survey platform. The survey aimed to gather data on students' experiences, perceptions, and overall satisfaction with the program. The analysis of the survey data revealed that students primarily discover the CM major through personal connections, academic advisors, and online resources. However, there is room for improvement regarding program visibility and accessibility. Effective marketing strategies are essential to attract …

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City Farm Of Slo Animal Feed Shed, Jacob Ryan Pizzifred Jun 2023

City Farm Of Slo Animal Feed Shed, Jacob Ryan Pizzifred

Construction Management

The City Farm of SLO is a local nonprofit for San Luis Obispo that functions as an education center for individuals looking to live more sustainably. This organization teaches different aspects of farming such as planting crops, taking care of them, how to care for a wide variety of farm animals, and maintain the health of the farm. To achieve all these objectives, facilities must be in place to ensure the correct number of materials are available. One lacking feature of this farm is the space to store animal feed. Before this project the food was stored outside subject to …

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The Role Of Nonprofit Housing Developers In Addressing The Affordable Housing Crisis: A Case Study Of Linc Housing, Joshua Broadhead Jun 2023

The Role Of Nonprofit Housing Developers In Addressing The Affordable Housing Crisis: A Case Study Of Linc Housing, Joshua Broadhead

Construction Management

Nonprofit housing developers are playing a critical role in addressing the affordable housing crisis in society. However, they face significant challenges in the current housing landscape. To explore this topic, this project takes a case study approach, using Linc Housing as the primary case study to examine the impact of nonprofit housing developers on the affordable housing crisis and the challenges they face. The project involves a literature review to identify the impact nonprofits can have, key issues, and challenges faced by nonprofit housing developers in the current housing landscape. Additionally, data is collected on Linc Housing's affordable housing development …

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The Torii Project: Installation Manual, Jorge Armando Lara-Gonzalez Jun 2023

The Torii Project: Installation Manual, Jorge Armando Lara-Gonzalez

Construction Management

Serving as a symbolic gateway that establishes the entrance to a sacred space, is known as a Torii. The Torii is a traditional Japanese gate that holds great significance in Japanese culture. Our team is inspired to create a respectable and culturally appropriate Japanese torii in hopes of honoring the Japanese, Japanese-American community within the campus and the central coast. This Torii is meant to serve as a token of diversity, equity and inclusion in the Cal Poly community. The scope of manual for the Torii project explores what it takes for the installation process of the Torii after manufacturing …

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Developments In Construction Workers’ Compensation Insurance With The Use Of Biometrics, Kobe Tooch Jun 2023

Developments In Construction Workers’ Compensation Insurance With The Use Of Biometrics, Kobe Tooch

Construction Management

Construction insurance, especially that of workers’ compensation, is vital for the protection of general contractors, but it comes at a high cost and limits their control over contract terms. Biometric devices, such as heart rate monitors and motion capture, have the potential to revolutionize the industry by reducing construction insurance premiums. Heart rate monitors can provide real-time data on workers' physical activity and health, while motion capture analyzes movements to identify unsafe movement patterns performed by workers. By monitoring workers' biometrics, construction companies can ensure their safety, prevent hazards, and implement targeted training programs. This personalized data can lead to …

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The Torii Project, Edward Anthony Sanchez Pascua Jun 2023

The Torii Project, Edward Anthony Sanchez Pascua

Construction Management

This is a summary of the Torii Project: how the project came to be, and the process behind the preconstruction of installing the structure. A Torii is a Japanese gate structure in Japanese Shinto practices, as the structure is a frame for a significant space. The project was initially started by the Japanese Student Association, and has grown over time become an interdisciplinary design build project involving architects, civil engineers, landscape architects and construction management majors. The design came from Cal Poly Architecture Alumni Amir Hossler who has studied the construction of Toriis in Japan and was the main source …

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Development Of Underground Utility Construction Course Curricula For The Granite Heavy Civil Minor, Jared T. Schlenker Jun 2023

Development Of Underground Utility Construction Course Curricula For The Granite Heavy Civil Minor, Jared T. Schlenker

Construction Management

This paper discusses the introduction of a new course into the Granite Heavy Civil Minor (GHCM) curriculum. This course revolves around underground utility construction and is designed to provide students with knowledge that neither the Construction Management nor Civil Engineering Departments provide. The additional curricula are comprised of underground construction safety, materials, and construction methods that will provide GHCM students with a competitive advantage when applying for jobs in heavy civil construction, further incentivizing the minor program. This senior project utilizes PowerPoint presentations that can either comprise an entire course or be added to existing courses as supplemental information

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Optimal Concrete Mix Design And Finish For Skateboarding Performance, Lohgan Christoper Spencer Jun 2023

Optimal Concrete Mix Design And Finish For Skateboarding Performance, Lohgan Christoper Spencer

Construction Management

While concrete has been used in construction for hundreds of years, the introduction of concrete to skateboarding is a relatively new development. Concrete and concrete finishes are very well studied in the context of buildings and building design. Shotcrete is also very well understood as it has been in use for over 100 years. Because it is a relatively new sector of the industry, concrete skatepark construction is an area that has plenty of room for research and development. This research paper will describe the finish methods and mix designs used for concrete skatepark construction by leading skatepark construction companies …

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Assessing The Effectiveness Of Noise Ordinances On Residential Construction: A Case Study In San Luis Obispo, Duncan Catley Jun 2023

Assessing The Effectiveness Of Noise Ordinances On Residential Construction: A Case Study In San Luis Obispo, Duncan Catley

Construction Management

Construction activities inherently generate substantial noise. As a result, construction becomes a notable source of ambient sound that permeates populated areas daily. This sound, especially at extreme volumes, can be the source of significant public annoyance and anger. Studies have shown that prolonged noise exposure can lead to hypertension, distraction, and even cognitive impairment in children. For these reasons, local governments will set noise ordinances to limit when and at what volume construction sounds can be made. The purpose of this study was to determine the effectiveness of these noise ordinances set by the city of San Luis Obispo. The …

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Exploring The Potential Of Pavegen’S Kinetic Energy Generating Floor For Sustainable Energy Solutions: A Proposal For Cal Poly Slo, Brandon J. Cuneo Jun 2023

Exploring The Potential Of Pavegen’S Kinetic Energy Generating Floor For Sustainable Energy Solutions: A Proposal For Cal Poly Slo, Brandon J. Cuneo

Construction Management

This paper proposes the installation of Pavegen's kinetic energy generating floors at Cal Poly’s campus as a sustainable energy solution. Pavegen has developed a pioneering technology that converts footsteps into clean and renewable energy. The versatility of these floors is demonstrated through successful implementations in various settings, such as transportation hubs and public spaces, generating power from foot traffic. Collaborations with Schneider Electric, installation at Dupont Circle, and integration at Heathrow Airport showcase the potential for sustainable urban infrastructure. This paper outlines research conducted on Pavegen and similar solutions, including communication with company representatives and examining proposed installation locations at …

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Tandem Crane Lifts Of Long Span Ppcgs Case Study, Giovana Sousa Jun 2023

Tandem Crane Lifts Of Long Span Ppcgs Case Study, Giovana Sousa

Construction Management

The goal of this research is to compile the data from tandem crane lifts, specifically of long span girders, to determine the proper configuration for this type of work. There have been numerous failed attempts at lifting long span girders, and these failures are all unique. Much of the findings until recently have tended to be job-specific and never became widely available for public knowledge. In learning about these cases and understanding the reasons for these failures, I hope to provide concise information so that future people can avoid repeating the same mistakes. The objective is to provide insight on …

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