Digital Commons Network^™

Applying Neural Networks For Tire Pressure Monitoring Systems, Alex Kost

Master's Theses

A proof-of-concept indirect tire-pressure monitoring system is developed using neural net- works to identify the tire pressure of a vehicle tire. A quarter-car model was developed with Matlab and Simulink to generate simulated accelerometer output data. Simulation data are used to train and evaluate a recurrent neural network with long short-term memory blocks (RNN-LSTM) and a convolutional neural network (CNN) developed in Python with Tensorflow. Bayesian Optimization via SigOpt was used to optimize training and model parameters. The predictive accuracy and training speed of the two models with various parameters are compared. Finally, future work and improvements are discussed.

Manufacture Of Complex Geometry Component For Advanced Material Stiffness, David Russell Bydalek

Master's Theses

The manufacture, laminate design, and modeling of a part with complex geometry are explored. The ultimate goal of the research is to produce a model that accurately predicts part stiffness. This is validated with experimental results of composite parts, which refine material properties for use in a final prototype part model. The secondary goal of this project is to explore manufacturing methods for improved manufacturability of the complex part. The manufacturing portion of the thesis and feedback into material model has incorporated a senior project team to perform research on manufacturing and create composite part to be used for experimental …

Modeling Adversarial Insider Vehicles In Mix Zones, Nicholas Plewtong

Master's Theses

Security is a necessity when dealing with new forms of technology that may not have been analyzed from a security perspective. One of the latest growing technological advances are Vehicular Ad-Hoc Networks (VANETs). VANETs allow vehicles to communicate information to each other wirelessly which allows for an increase in safety and efficiency for vehicles. However, with this new type of computerized system comes the need to maintain security on top of it.

In order to try to protect location privacy of the vehicles in the system, vehicles change pseudonyms or identifiers at areas known as mix zones. This thesis implements …

An Empirical Study Of Css Code Smells In Web Frameworks, Tobias Paul Bleisch

Master's Theses

Cascading Style Sheets (CSS) has become essential to front-end web development for the specification of style. But despite its simple syntax and the theoretical advantages attained through the separation of style from content and behavior, CSS authoring today is regarded as a complex task. As a result, developers are increasingly turning to CSS preprocessor languages and web frameworks to aid in development. However, previous studies show that even highly popular websites which are known to be developed with web frameworks contain CSS code smells such as duplicated rules and hard-coded values. Such code smells have the potential to cause adverse …

Rental Property Energy Efficiency In San Luis Obispo, Zachary Earl Shockley

Physics

In the modern era, many people choose to rent homes instead of purchasing a home. College towns have an even more disproportionate number of renters when compared to other cities. The majority of rental properties are much less energy efficient than their owner-occupied counterparts. This project analyzes the energy efficiency issues of rental properties in San Luis Obispo and examines potential ways to remedy these issues. In order to analyze these issues, the guiding principles of building science are first discussed, followed by case studies of rental properties in San Luis Obispo. These case studies examine multiple rental properties and …

A Model For Sustainable Living In Guanajuato, Mexico, Melina Smith

City and Regional Planning

No abstract provided.

Reducing Same Day Missed Appointments, Lucas Madison, Tyler Moore, Jolani Chun-Moy

Industrial and Manufacturing Engineering

Radiology Associates (RA) is a diagnostic imaging center that offers high-quality, digital medical imaging and interventional radiology services for patients, physicians and healthcare organizations across the Central Coast. They are an ongoing problem that involves a considerable portion of their patients not showing up for their appointments Our project aims to reduce same day missed appointments at Radiology Associates. Radiology Associates currently has a no-show rate of 13.48%. They lose approximately $240 for every same day missed appointment. Our goal was to find new ways to reduce their no-show rate to 8%. Based on our calculations, Radiology Associates could save …

Standalone Wireless Humming Music Synthesizer (Humsynth), Anna Shabrova, Chad Carlson

Electrical Engineering

The HumSynth is a voice controlled music synthesizer. Unlike the commonly found voice modulators on the market, this product uses a vocal input in place of the traditional keyboard interface. This allows the instrument to serve as an intuitive learning tool for those not proficient in music theory. By using their voice, the consumer is able to get a feel for different scales and keys additionally bypassing the physical learning curve of learning a traditional instrument. By the date of submission this project performs basic functions in recreating the pitch input but does not meet the full specs. The enclosure …

Stability Of The Broad-Line Region Geometry And Dynamics In Arp 151 Over Seven Years, A. Pancoast, A. J. Barth, K. Horne, T. Treu, Vardha N. Bennert, H. Winkler

Physics

The Seyfert 1 galaxy Arp 151 was monitored as part of three reverberation mapping campaigns spanning 2008–2015. We present modeling of these velocity-resolved reverberation mapping data sets using a geometric and dynamical model for the broad-line region (BLR). By modeling each of the three data sets independently, we infer the evolution of the BLR structure in Arp 151 over a total of 7 yr and constrain the systematic uncertainties in nonvarying parameters such as the black hole mass. We find that the BLR geometry of a thick disk viewed close to face-on is stable over this time, although the size …

Executive Committee - Agenda, 2/13/2018, Academic Senate

Academic Senate Agendas

No abstract provided.

As-845-18 Resolution On Academic Program Review, Program Review Task Force

Academic Senate Resolutions

That the Provost, in consultation with the college dean, the program administrator, and the Chair of the Academic Senate (or designee) detennine whether the accreditation process covers the essential elements of academic program review in accordance with any CSU or Cal Poly mandated requirements; and, be it further RESOLVED: That the Academic Senate accept and adopt the academic program review process proposed in the "Report on Institutional Accountability: Academic Program Review."

State Of The Art Resilient Design Symposium, California Polytechnic State University, San Luis Obispo

Resilience Symposium

What is resilient design? How does it work? What are emergent ways to apply resilient thinking?

These questions formed the basis for the College of Architecture and Environmental Design’s symposium Resilient Design: State of the Art and Emerging Issues for the Built Environment. Twelve distinguished professionals made clear that the built and natural environments are inextricably intertwined, and we urgently need a more nuanced and interdisciplinary approach to resilient design. The presenters reminded us that the problems we face are complex and that we have the agency to act through design. They insisted that we need to act now and …

An Overview Of Body Armor And Single Plate Impact Dynamics, Thomas Matzinger

Master's Theses

In the past, personal body armor was constructed of simple plates of high- strength alloys. However, with the advancement of modern combat and weaponry, particularly armor-piercing ammunition, personal body armor has evolved into more complex and effective metal, ceramic, and composite structures. This paper lays the groundwork for experimental and modeling methods used to understand the effectiveness of new armor designs. Focusing on the first layer of modern body armor, the ”High Impedance” layer. Experiments measuring the change in velocity of bullets passing through aluminum and titanium plates were conducted. These experiments were then replicated through FEA simulation.

Semantic Document Clustering Using Information From Wordnet And Dbpedia, Lubomir Stanchev

Computer Science and Software Engineering

Semantic document clustering is a type of unsupervised learning in which documents are grouped together based on their meaning. Unlike traditional approaches that cluster documents based on common keywords, this technique can group documents that share no words in common as long as they are on the same subject. We compute the similarity between two documents as a function of the semantic similarity between the words and phrases in the documents. We model information from WordNet and DBPedia as a probabilistic graph that can be used to compute the similarity between two terms. We experimentally validate our algorithm on the …

Executive Committee - Agenda, 1/30/2018, Academic Senate

Academic Senate Agendas

No abstract provided.

Executive Committee - Meeting Minutes, 1/30/2018, Academic Senate

Academic Senate Minutes

No abstract provided.

Academic Senate - Agenda, 1/23/2018, Academic Senate

Academic Senate Agendas

No abstract provided.

Coastal Upwelling Seasonality And Variability Of Temperature And Chlorophyll In A Small Coastal Embayment, Ryan K. Walter, Kevin Armenta, Brandon Shearer, Ian C. Robbins, John Steinbeck

Physics

While the seasonality of wind-driven coastal upwelling in eastern boundary upwelling systems has long been established, many studies describe two distinct seasons (upwelling and non-upwelling), a generalized framework that does not capture details relevant to marine ecosystems. In this contribution, we present a more detailed description of the annual cycle and upwelling seasonality for an understudied location along the central California coast. Using both the mean monthly upwelling favorable wind stress and the monthly standard deviation, we define the following seasons (contiguous months) and a transitional period (non-contiguous months): “Winter Storms” season (Dec-Jan-Feb), “Upwelling Transition” period (Mar and Jun), …

Astrobee: Air Sampling Device And Zero Robotics Game, Bryce Van Ross

STAR Program Research Presentations

Astrobee is a free-flying, 1'x1'x1' cuboid robot that is planned to be onboard the International Space Station (ISS) by February 2019. Astrobee will be the successor of the current ISS free-flyer, SPHERES. Free-flying robots possess a range of potential. They can facilitate work for astronauts aboard the ISS by performing rudimentary tasks and housekeeping (e.g., record-keeping, sensor analysis, etc.) efficiently. Free-flyers also act as innovative testbeds for guest scientists to perform zero-gravity control theory research. In recent years, SPHERES has hosted annual Zero Robotics (ZR) programming competitions in collaboration with MIT, challenging middle and high school students to write code …

A 12 Year Temperature And Wind Speed Climatology For The Marshall Field Site Near Boulder Colorado 2006-2018, John Nicholas Adrian, Scott Landolt

STAR Program Research Presentations

The Denver-Boulder region in Colorado is located on the border of two distinct weather regimes, the Rocky Mountains to the west and the Great Plains to the east. This region experiences inclement and sometimes unpredictable weather events, which can be accompanied by changes in temperatures and wind speed. To better understand the climate for the region, nearly 12 years of temperature and wind speed data from the Marshall Field Site were analyzed to assess changes in these parameters over time. Methods: Temperature recordings were primarily taken from a CS-500L probe, with data gaps filled in from a Lufft WS600 and …

X-Ray Spectroscopy Of Nio And Nanodiamond At Ssrl, Jackson Earl

STAR Program Research Presentations

The first aspect of this research project focuses on investigating the surface chemistry of high pressure high temperature (HPHT) nanodiamond by using X-ray spectroscopy techniques at the Stanford Synchrotron Radiation Lightsource (SSRL). HPHT nanodiamond is being examined as a biosensing tool for electric field detection based on the fluorescent nitrogen vacancy center hosted within diamond. With use of the transition edge spectrometer (TES), a state-of-the-art X-ray fluorescence detector, we are able to probe the surface and bulk properties of diamond. Preliminary work using density functional theory (DFT) has been done, offering insight into ground state energies and electronic structure. DFT …

On-Ice Arctic Sea Ice Thickness Measurements By Auger, Core, And Electromagnetic Induction, Ryan E. Avila, Benjamin Holt

STAR Program Research Presentations

Ice thickness measurements have been taken in the arctic through a variety of means for a long time in order to better understand the long-term changes to sea ice. This project is focused on measurements made directly on the ice by using an auger or electromagnetic sounding which have both been shown to be highly accurate compared to other observational methods. Our first goal is to create and update an archive of sea ice data that collects smaller separated data sets in one easy to access location for other researchers to use. Our second goal is to use this data …

Resistance Temperature Detectors In A Cryostat Refrigeration System, Kirsten Marie Manahan, Alice Callen

STAR Program Research Presentations

The Large Synoptic Survey Telescope (LSST) is a ground-based telescope that will survey the Southern sky every few nights. Located in the telescope will be a 3.2 gigapixel digital camera. To ensure proper instrumentation of the camera, there must be a monitored stable temperature. As part of my research, I assembled resistance temperature detectors and tested them to verify their reliability in measuring temperature in the camera’s cryostat refrigeration cooling system. Resistance temperature detectors function by the principle of thermal resistivity, in which their electrical resistances vary as temperature varies. Through testing, I was able to determine whether these particular …

Probing The Surface Of Nanodiamonds At Stanford Synchrotron Radiation Lightsource And San Jose State University, Jocelyn Valenzuela, Jackson Earl, Cynthia Melendrez, Grace Jeanpierre, Dennis Nordlund, Abraham Wolcott

STAR Program Research Presentations

The nitrogen-vacancy center in diamond is a promising tool in oncology, electric field sensing, and quantum cryptography. High-pressure high-temperature (HPHT) nanodiamonds (NDs) are prime contenders for these fields because they host nitrogen-vacancy centers (NVCs) which are applicable towards cancer detection and electric and magnetic field sensing. However, to apply HPHT NDs to these fields, the surface must first be functionalized—a difficult process because of the inert nature of the surface. The project at hand focuses on surface modification of HPHT NDs with amines to allow for further bioconjugation of small molecules and plasmonic shells. This is done via liquid-phase chemistry …

2017/2018 Robert E. Kennedy Library Annual Report, Robert E. Kennedy Library

Library Publications and Administrative Reports

The upcoming renovation of Kennedy Library brings us the opportunity to add one more pillar to our commitment of keeping people at the heart of our mission by showcasing work from across disciplines and connecting individuals to opportunities that will enrich their research and academic experiences at Cal Poly. A few examples included in this report are articles about how the continuous enhancement of the new library management system aims to improve the user experience and make discovery and access to information as seamless as possible; how the library’s exhibits educate visitors; and how our public programs enrich attendees with …

Lightning Draft, Benjamin Sweedler

Computer Science and Software Engineering

Lightning Draft is a web application for drafting Magic: the Gathering cards. Users can visit www.lightningdraft.online to build a deck from randomly generated booster packs. This app was inspired by digital card games such as Hearthstone. Lightning Draft is a quick, fun, and simple alternative to drafting with physical cards.

Investigation Of Compression Strength Of Bliss Style Corrugated Fiberboard Boxes, Javier De La Fuente, Jay Singh, Rebecca Kisch, Soma Roy, Daan Peleman

Industrial Technology and Packaging

The global demand for corrugated fiberboard is projected to experience a significant upsurge in the near future. Based on the end-use, packaging for processed and fresh food categories accounted for approximately 39% of the overall consumption of corrugated fiberboard in 2015. With key advantages such as providing an uninterrupted bottom, laminated corners for higher stacking strength, increased material use efficiency, side cutout options for display at retail and a wide range of styles over other styles of containers, Bliss style boxes find prominence in the agriculture sector. While numerous predictive strength models associating corrugated fiberboard material specifications to the box …

Characterization Of The Bayesian Posterior Distribution In Terms Of Self-Information, Marco Dall'aglio, Theodore P. Hill

Research Scholars in Residence

It is well known that the classical Bayesian posterior arises naturally as the unique solution of different optimization problems, without the necessity of interpreting data as conditional probabilities and then using Bayes’ Theorem. Here it is shown that the Bayesian posterior is also the unique minimax optimizer of the loss of self-information in combining the prior and the likelihood distributions, and is the unique proportional consolidation of the same distributions. These results, direct corollaries of recent results about conflations of probability distributions, further reinforce the use of Bayesian posteriors, and may help partially reconcile some of the differences between classical …

Teacher Internship Program: Righetti High School Agriculture Department, Amy Athena Guerra

Agricultural Education: Graduate Internship Reports

This Graduate Internship Report includes an evaluation of the Twelve Quality Criteria used by the Agricultural Education Program at Righetti High School. The criteria is used for agriculture programs to obtain funding through the Agricultural Incentive Grant (A.I.G.). In addition to an evaluation of the twelve criteria, a Chapter FFA Website was developed to increase program promotion for the Righetti Agriculture Department.

Noteit Ios App, Waylin W. Wang, Gurjeevan Bains

Computer Science and Software Engineering

Miscommunication is a common struggle that many students face in today’s world, despite the significant technological progress that we have made. With NoteIt, we aimed to solve this issue, by allowing students to join groups based off of the courses that they are enrolled in during the current quarter. Within the app, they can send and receive messages and events from everyone else in the group, or post private reminders to themselves. Communication can range from assignment clarification to exam preparation tips. Overall the development of the application went relatively well, despite some roadblocks along the way. We were satisfied …