Digital Commons Network^™

Building Recommendation Systems, Orion Davis

Williams Honors College, Honors Research Projects

Recommendation systems are pieces of software that suggest new items to a user. There are many moving parts to these systems including data, the actual recommendation model, processing data and finally displaying data. This project explores the role each part plays in the overall system and how to develop a recommendation system for beer from scratch. This project highlights the algorithm behind the recommendations and a user facing Android application.

Fluidized Bed Classroom Demonstration Unit, Theresa Chapa

Williams Honors College, Honors Research Projects

Fluid and Thermal Operations is a 4th year chemical engineering course at the University of Akron designed to introduce undergraduate students to the engineering and mathematical concepts behind the operation of a fluidized bed. The purpose of this honors project is to design and manufacture an inexpensive and portable unit that can be used in the classroom to visually demonstrate three functions of a fluidized bed to students. The fluidized bed is manufactured from items that can be purchased from a department or hardware store, is capable of being transported by a single person to and from a classroom and …

Optimization Of Conditions For Production Of Mechanically Strong Suckerin Protein Hydrogels, Autumn Furniss

Williams Honors College, Honors Research Projects

Hydrogels are polymer networks with a large water content. Uses include biomedical applications like drug delivery, wound dressing, and more. Current natural hydrogels lack mechanical robustness. Squid ringed teeth (completely protein) have a modulus comparable to thermoplastics; adding this to hydrogels could improve modulus while maintaining biocompatibility.

Three experiments were performed: Hofmeister solubility study, SRT powder additive, and SRT aqueous solution. The first showed that LiCl solution without acetic acid dissolved the most SRT; overall LiCl dissolved more than all others. SRT as a powder additive increased the modulus of the hydrogels, however the error in the measurements make it …

Gms - Guest Management System, Ethan Clark

Williams Honors College, Honors Research Projects

This paper examines the benefits of custom built as opposed to licensed software, using a guest management system as a comparison. The University of Akron employs a web application that allows residents to check guests into each residence hall on campus. In addition to this paper, a custom web application was built to contrast against the university's current system and to recognize the issues raised by its employee staff. This paper is written using the software development lifecycle as its main structure; the planning and analysis through the development process is discussed at length.

Basketball Charts, Kevin Lewis

Williams Honors College, Honors Research Projects

The purpose of this project was to develop an interactive web application with access to a self-updating database of basketball statistics. This data would then be used to allow users to generate informative visuals about specific sets of players. Obtaining statistics from the National Basketball Association (NBA) for the 2018-19 season was the original target goal. By utilizing an open source and community driven API, this goal was successfully achieved. With the data in place, the development of the chart building tool that was intended to be the primary functionality of the web application could begin. Highcharts was used as …

Laser Ablation Of Aluminum, Erika Nosal, Zachary Rahe, Arthur Pamboukis

Williams Honors College, Honors Research Projects

The laser ablation of metal carries relevance in a variety of engineering industries. This includes, but is not limited to, processes such as micromachining, or implementation on aircraft weaponry. The latter application is the reasoning for why aluminum is the specific metal in consideration, as it is commonly used for the construction of aircraft components.

The scope of this project was to optimize the energy dispersed through laser ablation on aluminum by mathematical modeling. The transient conduction process in the aluminum was modeled using a 2-dimensional cylindrical coordinate system in both MATLAB and ANSYS/Fluent. These models were adopted to simulate …

Mixed Signal Detection, Estimation, And Modulation Classification, Yang Qu

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Signal detection, parameter estimation and modulation classification are widely applied to many areas and plays a very important role in civilian and military, such as bio-science, criminal psychology, communication engineering, radar system, electronic warfare and so on. In the civilian field, with the increasing number of wireless electronic devices and higher transmission data rate demand, the problem of spectrum congestion becomes more and more highlighted and urgent. In recent years, wireless industry has shown great interest in Cognitive Radio (CR) and Dynamic Spectrum Access (DSA) network, whose primary function is to use limited frequency bands to transmit own signals without …

Islands Of Fitness Compact Genetic Algorithm For Rapid In-Flight Control Learning In A Flapping-Wing Micro Air Vehicle: A Search Space Reduction Approach, Kayleigh E. Duncan

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On-going effective control of insect-scale Flapping-Wing Micro Air Vehicles could be significantly advantaged by active in-flight control adaptation. Previous work demonstrated that in simulated vehicles with wing membrane damage, in-flight recovery of effective vehicle attitude and vehicle position control precision via use of an in-flight adaptive learning oscillator was possible. Most recent approaches to this problem employ an island-of-fitness compact genetic algorithm (ICGA) for oscillator learning. The work presented provides the details of a domain specific search space reduction approach implemented with existing ICGA and its effect on the in-flight learning time. Further, it will be demonstrated that the proposed …

Blended Wing Design Considerations For A Next Generation Commercial Aircraft, Jay Abhilash Vora

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The current aircraft design has not changed significantly in the last few decades. Growing environmental concerns and fuel prices are driving manufacturers to develop unconventional but efficient aircraft configurations. The blended wing body (BWB) configuration provides an alternate and more efficient means of subsonic travel. The BWB aircraft replaces the traditional wings and fuselage with hybrid wing shape where the fuselage and wings have integrated. Major aircraft manufacturers are researching the BWB concept incorporating electric propulsion for civil transport use. In this research a 300 passenger BWB aircraft aerodynamic shape is designed. This aircraft is used to assess the aerodynamic …

Differential Microrna Expression In Barrett's Esophagus Correlates With Regulation Of Posterior Homeotic Genes, Reilly June Clark

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Barrett’s Esophagus (BE) is characterized by the appearance of an intestinal-like epithelium in the distal esophagus. The molecular mechanisms behind BE development are unknown. BE is often preceded by Gastroesophageal Reflux Disease (GERD) and predisposes patients to esophageal adenocarcinoma (EAC). Due to the high mortality rate associated with EAC, BE patients are continuously monitored through upper endoscopy with biopsy for progression to low grade dysplasia (LGD), high grade dysplasia, and EAC. This monitoring technique poses numerous risks, so alternative surveillance and diagnostic techniques for BE pathogenesis are continually studied. microRNA biomarkers in BE pathogenesis may provide alternative means of diagnosis …

Power/Thermal Interaction Within An Adaptive Turbine Engine, Andrew K. Desomma

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Usually power take off (PTO) with a two-spool turbofan engine has been accomplished via the high pressure (HP) shaft and bleed air from the high-pressure compressor (HPC). The PTO is used to run various aircraft components such as generators and hydraulic pumps, which also produce waste heat. To better understand the coupled transient nature of balancing engine thrust, power take off and thermal management, a transient variable cycle three stream turbofan engine model has been developed to investigate the integrated behavior. The model incorporates many dynamic features including a third-stream heat exchanger as a heat sink for thermal management and …

Towards Data And Model Confidentiality In Outsourced Machine Learning, Sagar Sharma

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With massive data collections and needs for building powerful predictive models, data owners may choose to outsource storage and expensive machine learning computations to public cloud providers (Cloud). Data owners may choose cloud outsourcing due to the lack of in-house storage and computation resources or the expertise of building models. Similarly, users, who subscribe to specialized services such as movie streaming and social networking, voluntarily upload their data to the service providers' site for storage, analytics, and better services. The service provider, in turn, may also choose to benefit from ubiquitous cloud computing. However, outsourcing to a public cloud provider …

Hierarchical Carbon Structures With Vertically- Aligned Nanotube Carpets For Oil-Water Separation Under Different Conditions, Kimia Kiaei

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The primary purpose of this study is to investigate the role of surface nano-structuring in fluid separation. It is hypothesized that hierarchical carbon structures consisting of aligned carbon nanotube arrays strongly adhered to the surface of porous carbon solids such as fabric and foam, can be used for separation of polar and non-polar fluids by selective wettability of one fluid and rejection of another. The vertically-aligned carbon nanotube arrays, as synthesized, possess super hydrophobicity demonstrated by high water contact angle on their surfaces. On the other hand, they are incredibly oleophilic, showing a high affinity to adsorb oil. These properties …

Abusive And Hate Speech Tweets Detection With Text Generation, Abhishek Nalamothu

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According to a Pew Research study, 41% of Americans have personally experienced online harassment and two-thirds of Americans have witnessed harassment in 2017. Hence, online harassment detection is vital for securing and sustaining the popularity and viability of online social networks. Machine learning techniques play a crucial role in automatic harassment detection. One of the challenges of using supervised approaches is training data imbalance. Existing text generation techniques can help augment the training data, but they are still inadequate and ineffective. This research explores the role of domain-specific knowledge to complement the limited training data available for training a text …

Llvm-Ir Based Decompilation, Ilsoo Jeon

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Decompilation is a process of transforming an executable program into a source-like high-level language code, which plays an important role in malware analysis, and vulnerability detection. In this thesis, we design and implement the middle end of a decompiler framework, focusing on Low Level Language properties reduction using the optimization techniques, propagation and elimination. An open-source software tool, dagger, is used to translate binary code to LLVM (Low Level Virtual Machine) Intermediate Representation code. We perform data flow analysis and control flow analysis on the LLVM format code to generate high-level code using a Functional Programming Langauge (FPL), Haskell. The …

Gauging Human Performance With An Automated Aid In Low Prevalence Conditions, Cara M. Zinn

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When receiving assistance from an automated aid, human operators do not necessarily perform better than without the automated aid. The current work explored the impact of integrating the automated aid with the task information in low prevalence conditions. Specifically, this work compares displays where the automated aid was integrated with task information in general or with more meaningful task information. Subjects performed a speeded judgment task with the assistance of an automated aid, varying in display type, difficulty, and prevalence. Results indicated that there was no effect of display type or prevalence on human temporal performance, and that the effect …

Identifying Diversity Of Thought On Social Media, Beth Bullemer

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This dissertation considers what it means to think differently, using naturalistic verbal evidence. This problem is inspired by a gap within the Wisdom of the Crowd (WoC) literature, but relevant to the study of language processes, mental models, and the vast emerging resource of social media data. I propose a methodological framework to characterize diversity of thought through the quantification of social media data. Four stages of research considered: a) the properties of a sample domain, b) how to identify and select diagnostic content using classification methods, c) how to quantify qualitative content in order to categorize and compare individuals, …

Virtual Experiments And Simulations In The Science Classroom, Nicole Merchant

Williams Honors College, Honors Research Projects

The main goal of this paper is to analyze the use of virtual experiments and simulations within the science classroom. This analysis will be completed by first reviewing the learning theories in education. Then I will specifically analyze virtual experiments and how they are used in the science classroom. At the time of this study I had the privilege of completing my student teaching experience in a high school science classroom. This gave me the ability to have direct contact with students in order to observe their interest and engagement with simulations as well as their learning throughout the semester. …

An Analysis Of Millennial Attitudes Towards Car Servicing, Colwell S. Shupe, Jill M. Synek, Erin M. Chips, Eric A. Van Meter

Williams Honors College, Honors Research Projects

When our team originally began our project, we initially held the assumption that millennials do not care about car ownership or driving. As our secondary research progressed, we found that millennials do indeed care about automobiles, but limited research existed as to any underlying issues regarding car maintenance and service. We addressed this issue in our primary research and found that millennials experience anxiety as they do not know much about car maintenance. Our recommendations were targeted towards easing both the surface anxiety and addressing the underlying issues as well as helping prepare Goodyear for future trends that may arise.

Antitumor Properties Of Imidazolium Salts, Jenna Frantz

Williams Honors College, Honors Research Projects

This is the final write-up for an honors research project for the University of Akron Williams Honors College. Synthesis of novel imidazolium salts was conducted. Following synthesis of imidazolium salts, the stability of the compound was tested at 37°C over a 72-hour period to give preliminary information about drug stability in vivo. 2D NMR was also conducted to confirm the structure of TPP-1. The student wrote an experimental protocol for the use of C57BL/6 mice and performed the online CITI training by the IRB to prepare to work with animals in a study of the antitumor properties of imidazolium salts …

Cyberbullying In Education: A Literature Review, Harvey Kenworthy

Williams Honors College, Honors Research Projects

This project will analyze different pieces of literature on the topic of Cyberbullying and how it affects education. The project will outline the differences between traditional bullying and cyberbullying. The various psychological, social, and academic outcomes of cyberbullying. Some of the current intervention strategies used in schools to combat cyberbullying. This project will also include interviews from administrators and educators from Summit County Schools about anti-cyberbullying programs that are implemented in their schools and analyze whether or not these programs are consistent with what the literature suggests.

Effects On Perception And Accuracy Of Live Putting When Leaving The Flagstick In The Hole, Danielle Nicholson

Williams Honors College, Honors Research Projects

The purpose of this study was to investigate the preferences of golfers and how those preferences affected their putting. This study involved participants who were golfers with a four-handicap or better taking a survey of their preferences of having the flagstick in and out and then assessing their putting from various distances with the flagstick in and out. The researcher measured the distance of the golf ball away from the hole after it had finished rolling. Then, t-tests were used to compare the data with the flagstick in and flagstick out to determine if there is a significant difference. The …

Microarray Data Analysis And Classification Of Cancers, Grant Gates

Williams Honors College, Honors Research Projects

When it comes to cancer, there is no standardized approach for identifying new cancer classes nor is there a standardized approach for assigning cancer tumors to existing classes. These two ideas are known as class discovery and class prediction. For a cancer patient to receive proper treatment, it is important that the type of cancer be accurately identified. For my Senior Honors Project, I would like to use this opportunity to research a topic in bioinformatics. Bioinformatics incorporates a few different subjects into one including biology, computer science and statistics. An intricate method for class discovery and class prediction is …

Inertial Impedance Of Coalescence During Collision Of Liquid Drops, Krishnaraj Sambath, Vishrut Garg, Sumeet S. Thete, Hariprasad J. Subramani, Osman A. Basaran

School of Chemical Engineering Faculty Publications

The fluid dynamics of the collision and coalescence of liquid drops has intrigued scientists and engineers for more than a century owing to its ubiquitousness in nature, e.g. raindrop coalescence, and industrial applications, e.g. breaking of emulsions in the oil and gas industry. The complexity of the underlying dynamics, which includes occurrence of hydrodynamic singularities, has required study of the problem at different scales – macroscopic, mesoscopic and molecular – using stochastic and deterministic methods. In this work, a multi-scale, deterministic method is adopted to simulate the approach, collision, and eventual coalescence of two drops where the drops as well …

Limitations Of Zt As A Figure Of Merit For Nanostructured Thermoelectric Materials, Xufeng Wang, Mark Lundstrom

Department of Electrical and Computer Engineering Faculty Publications

Thermoelectric properties of nanocomposites are numerically studied as a function of average grain size or nanoparticle density by simulating the measurements as they would be done experimentally. In accordance with previous theoretical and experimental results, we find that the Seebeck coefficient, power factor and figure of merit, zT, can be increased by nanostructuring when energy barriers exist around the grain boundaries or embedded nanoparticles. When we simulate the performance of a thermoelectric cooler with the same material, however, we find that the maximum temperature difference is much less than expected from the given zT. This occurs because the …

Ice Formation Modes During Flow Freezing In A Small Cylindrical Channel, A. Jain, A. Miglani, Y Huang, J. A. Weibel, S V. Garimella

CTRC Research Publications

Freezing of water flowing through a small channel can be used as a nonintrusive flow control mechanism for microfluidic devices. However, such ice valves have longer response times compared to conventional microvalves. To control and reduce the response time, it is crucial to understand the factors that affect the flow freezing process inside the channel. This study investigates freezing in pressure-driven water flow through a glass channel of 500 lm inner diameter using measurements of external channel wall temperature and flow rate synchronized with high-speed visualization. The effect of flow rate on the freezing process is investigated in terms of …

Recognizing Engineering Students’ Funds Of Knowledge: Creating And Validating Survey Measures, Dina Verdín, Jessica M. Smith, Juan Lucena

School of Engineering Education Graduate Student Series

This research base paper examines students who are the first in their families to attend college. Our research seeks to understand the role students’ funds of knowledge makes in first-generation college students’ undergraduate experience. Funds of knowledge are the set of formal/informal knowledge and skills that students learn through family, friends, and communities outside of academic institutions. This paper reports funds of knowledge themes relevant to first-generation college students in engineering and the process of gathering validity evidence to support the funds of knowledge themes.

Using ethnographic and interview data, six themes emerged: connecting experiences, community networks, tinkering knowledge, perspective …

The Compass, Summer 2019

The Compass, 2018-

The Compass is an annual orientation guide for VCU students produced by the Student Media Collective in the VCU Student Media Centered. The guide is distributed physically during summer orientation sessions for new and transfer students. The publication includes short articles, illustrations, letters of welcome from students and administrators, comics, and advertisements from VCU and Richmond organizations.

The Value Of Standards For Teaching, Research, And Facilities Use At Princeton And Purdue, Anya C. Bartelmann, Margaret Phillips

Libraries Faculty and Staff Scholarship and Research

This PowerPoint presentation was delivered as part of the 2019 ASME Library Advisory Board Annual Meeting.

Humanities And Social Sciences Dissertation Bibliographies And Collections: The View From A Stem University, Trevor Burrows, Robert S. Freeman, Erla Heyns, Jean-Pierre V. M. Herubel

Libraries Faculty and Staff Scholarship and Research

This study utilized dissertation bibliographies produced at Purdue University in West Lafayette, Indiana, a STEM-oriented university, to ascertain how well Purdue’s Humanities, Social Science, and Education (HSSE) Library supports doctoral research. To examine a critical mass of data, the authors gathered all the bibliographies of dissertations written in 11 disciplines within the College of Liberal Arts in 2011 and 2015. Data for each citation included year of publication, language, format type, and local availability in print or digitally. Revealing disciplinary trends in using sources, this study provided critical information for reconceptualizing the HSSE Library’s orientation to learning and research and …