Engineering Commons^™

A Resource Efficient Localized Recurrent Neural Network Architecture And Learning Algorithm, Daniel Borisovich Budik

Masters Theses

Recurrent neural networks (RNNs) are widely acknowledged as an effective tool that can be employed by a wide range of applications that store and process temporal sequences. The ability of RNNs to capture complex, nonlinear system dynamics has served as a driving motivation for their study. RNNs have the potential to be effectively used in modeling, system identification and adaptive control applications, to name a few, where other techniques fall short. Most of the proposed RNN learning algorithms rely on the calculation of error gradients with respect to the network weights. What distinguishes recurrent neural networks from static, or feedforward …

System Identification And Parameter Estimation Of The Piper Pa32-301 Saratoga, Catherine Anne Kelly

Masters Theses

The purpose of this project was to estimate the longitudinal stability derivatives of the Piper Saratoga (tail number N22UT), one of the aircraft owned and operated by the University of Tennessee Space Institute (UTSI), using the System Identification Programs for Aircraft, SIDPCAC. After the instrumentation error was reduced by means of a data compatibility analysis, the stability derivatives were estimated using both an output error and an equation error parameter estimation technique.

Following a discussion of the test aircraft and instrumentation and a brief overview of stability derivatives and parameter estimation, the flight test is discussed in detail along with …

Using Gps And Gis To Evaluate Military Vehicle Traffic Patterns For The Prediction Of Vegetation Removal, Matthew Kendall Rice

Masters Theses

Military vehicle traffic during military training at installations can result in land degradation, vegetation removal, and increased soil erosion in training areas. Multiple vehicle passes (possible column movement) over the same terrain result in more severe damage to the soil and vegetation. Military training area land managers have a responsibility to manage the military lands in a sustainable way and maintain the environmental integrity of the land. This study utilized the Global Positioning System (GPS) and Geographic Information System (GIS) to evaluate military vehicle traffic patterns to predict vegetation removal. Investigation included vehicle tracking, estimation of impact during maneuvers, comparison …

A Parametric Study Of Water Vapor Condensation In Supersonic Nozzle Flow Fields, Todd Branson Vanpelt

Masters Theses

Combustion driven hypersonic and supersonic wind tunnels are impaired in their flight simulation abilities by the condensation of water vapor introduced into the test stream by the burning byproducts of air and hydrocarbon fuels. The purpose of this study is to evaluate the abilities of a condensation model to predict the beginning axial locations of vapor changing into liquid droplets and study the correlations with initial combustion chamber conditions. A test matrix with different fuels, chamber pressure, and equivalence ratio was applied to the FIRACON model written by Erickson, et al. [7] using the dimensions of the NASA Langley …

Computer Model To Select Leed Certification For Building Projects, Ruba Mirghani Mohammed

Masters Theses

According to the US Green Building Council (USGBC) residential and commercial buildings in the United State consume huge amounts of natural resources; pollute the environment, and generate large amounts of waste, all of which affect the environment, economy, public health, and productivity. As a result, USGBC committees developed the Leadership in Energy and Environmental Design (LEED) rating system to help professionals improve the quality of buildings and lessen their impact on the environment.

The (LEED) Green Building Rating System is a point-based system for certifying the level of a building's sustainability. There are four LEED certification categories: (1) Certified, (2) …

Simulation Based Evaluation Of Parking Facilities, Niru Tiwari

Masters Theses

Transportation facility has emerged as one of the main indicators of a national's prosperity at the advent of 21^st century and is the backbone of American commerce and industry. There are over 600 million motor vehicles that are driven in the world today and the number of cars in use is expected to be doubled in next 30 years. As the number increases, more parking spaces should also be provided; however, it is difficult to supply sufficient parking space due to space limitations. To meet the need, new types of parking and new parking technologies have been introduced. However, …

Fpga Logic Design For Analog-To-Digital-Converter Hardware Utilizing High Speed Serial Data Links, Joshua Brandon Jones

Masters Theses

The Computer Assisted Dynamic Data Monitoring and Analysis System (CADDMAS) used by the aeropropulsion test cells at Arnold Engineering Development Center (AEDC) processes a large amount of high bandwidth accelerometer and strain gage data. Data from each sensor must be digitized before being processed by software running on networked computers. This thesis describes some of the original analog-to- digital converter (ADC) hardware used by the CADDMAS as well as some of its limitations. More up-to-date ADC hardware was designed to be used in the CADDMAS to enhance capabilities required by the aeropropulsion test cells. These new capabilities included an increase …

Outside The Fence,' The Threat To The U.S. Aviation Industry, David Thomas Ramsey

Masters Theses

The purpose of this thesis was to examine the threat to the Aviation Industry from within the United States. The overall investigation starts with one assumption “that there will at some time in the near future be a covert operative group that desires to attack or engage the United States in war on its home land.” The principles of war will be analyzed resulting in covert cell guidance specifically; “economy of force” will require the covert units to be as small as possible to affect as many nodes as possible. Endurance will require the covert team to restrict any tactics …

Rheology Of 1- Butyl-3-Methylimidazolium Chloride Cellulose Solutions, Joy Louise Watson

Masters Theses

Cellulose is the most common organic polymer on earth. It is a natural, biodegradable polymer that can be obtained from any number of renewable sources. Wood, a major source of cellulose, contains cellulose, lignin, and hemicelluloses. It can be used to make regenerated cellulosic fibers such as rayon whose manufacturing process involves chemicals which are toxic to humans and the environment. Ionic liquids (ILs) are a class of environmentally benign solvents some of which dissolve cellulose.

Cellulose can be dissolved in 1-butyl-3-methylimidazolium chloride ([C₄mim]Cl), an IL. Solutions of [C₄mim]Cl and cellulose with various concentrations were prepared …

Design And Optimization Of A Wind Deflector For Round-Nose Md-500 Series Helicopters, James Joseph Wright

Masters Theses

This thesis examines the problem experienced by the numerous rotary wing operators whose operations require flight with personnel seated outside the fuselage or with doors off. This investigation is specific to the round nose configured MD-500 series aircraft due to test aircraft availability and the wide range of missions it conducts worldwide. During cruise flight, personnel exposed to the aircraft slipstream are subjected to high wind loads and extreme wind chill effects, compromising their ability to perform required tasks. External passengers also add to the overall helicopter parasite drag, decreasing its performance as well as interfering with the crew through …

Design And Implementation Of A Complex-Conjugate Shaper And Baseline Restorer For A Silicon-Based Neutron Detector Front-End, Jonathan Lanier Britton

Masters Theses

This thesis presents the design and implementation of a CMOS shaper with baseline restoration for use in the silicon-based neutron detector front-end to be used at the Spallation Neutron Source (SNS) at the Oak Ridge National Laboratory (ORNL). The system consists of a voltage-to-current (V-to-I) converter, a four-pole complex-conjugate semi-Gaussian current-input active filter, and a ground-sensing baseline restorer (BLR) operational transconductance amplifier (OTA). The first prototype chip Patara has been fabricated in the TSMC 0.35-micron process, and experimental results show that proper functionality was achieved. The shaper, which is influenced by a real pole prior to the V-to-I converter, has …

Increasing The Reliability Of General Purpose Bomb Fuzing In Precision Strike Warfare, Mitchell Ralph Conover

Masters Theses

The advent of modern high-precision guided airborne weapons has increased the need for extremely reliable bomb fuzing systems. An electro-mechanical bomb fuzing system is currently used in U.S. Navy and Air Force General Purpose bomb based-weapons to include Joint Direct Attack Munition and Laser Guided Bombs. The demonstrated reliability of that fuzing system in combat operations on average has been less than perfect. The operational commanders have expressed that this is unacceptable since any dud results in coalition forces being held at additional risk because a duded bomb could be utilized as an Improvised Explosive Device by enemy forces. Just …

Forced Resonant Periodic Shock Waves And Mean Pressure Shift In A Closed Tube, Eric James Jacob

Masters Theses

The thesis outlines an experiment done in the oscillation of a closed tube near to its fundamental frequency. A tube with a length of ten feet was oscillated via a piston driven by a DC motor. The pressure waveform and mean pressure was recorded at the end of the tube and the mean pressure was measured at the middle of the tube. When the tube was excited near to its 1^st mode non-linear features such as shock-like waveforms, cascading of energy to higher modes and mean pressure shift were recorded.

These Results are only possible to predict by using …

Mathematical Modeling Of High Temperature And High Pressure Dense Membrane For Separation Of Hydrogen From Gasification, Ifeyinwa J. Iwuchukwu

Masters Theses

There is an increasing interest in the use of inorganic membranes as a means of separating gas mixtures at high temperatures and pressures. The most important membrane properties are high permeability and selectivity, and good mechanical, thermal and chemical stability. Dense Pd-based composite membranes are suitable for hydrogen separation and use in catalytic membrane reactors because of their high permeability, good surface properties and high selectivity for hydrogen transport. At UTSI, Pd/AlO23 membranes were prepared by a special method of laser based thermal deposition of the thin film Pd on a ceramic substrate by Nd-YAG laser irradiation of PdCl2 coating …

Installing A Night Vision Imaging System In The Cf-188 Hornet: Compatibility Of Warning And Caution Lights, Andrew John Soundy

Masters Theses

The purpose of this thesis was to investigate the NVIS compatibility of fire warning lights as installed during a NVIS upgrade of the CF-188 Hornet for operation with Generation 3 AN/AVS-9 night vision goggles. Data was gathered and compared to the specifications listed in MIL-STD-3009 to determine suitability of the implemented design. Of particular concern during the execution of this project was the compatibility of fire warning lights for operation in both day-time and night-time conditions with respect to NVIS radiance. The initial design placed the NVIS radiance of cockpit warning lights at a level commensurate with that suggested by …

Controlling The Dispersion Of Nanoparticles In Polymer Matrices, Chang-Uk Lee

Masters Theses

The dispersion of nanoparticles in a polymer matrix is a critical parameter to design and realize targeted morphologies and properties of a final polymer-based nanocomposite. This thesis presents experimental studies to investigate the dispersion of nanoparticles is polymer matrices using specific intermolecular hydrogen bonding between the nanoparticles and polymer matrices under two main topics.

The first topic is the impact of sample preparation processes on the properties of polymer carbon nanotube nanocomposites. Polymer nanocomposites composed of poly(styrene-co-vinyl phenol) (PSVPh) copolymers and 5 wt % multi-walled carbon nanotubes (MWNTs) were prepared from three different methods, including melt-mixing and solution casting. The …

Lignin Composites With Phenol-Acrylates Cured By Electron Beam, Seth N. Bowman

Masters Theses

As the major by-product of the pulp and paper industry, determining a use for lignin represents a key priority to almost any bio-materials research organization. The purpose of this study is to investigate the interaction with and effects of lignin within phenol- acrylate composites cured by electron beam, characterizing changes to both physical and chemical properties. In order to more fully characterize the effects of lignin, results of pure lignin as well as cellulose samples subjected to electron beam radiation and tested by FT-IR are presented. For the composite material, results of both DMA and FT-IR spectroscopy will be presented. …

Retrofit Reconfigurable Flight Control System And The F/A-18c, Matthew E. Doyle

Masters Theses

The United States Navy has completed the initial flight test of a Reconfigurable Control Law System (RCLAWS) on the F/A-18C. The purpose of reconfigurable control is to allow for the safe operation of an aircraft that has experienced a sudden change in aircraft dynamics resulting from aircraft damage or flight control effector damage. The RCLAWS utilized during this flight test are novel in that they are designed to augment the production flight control system instead of replacing it. In order to reduce verification and certification requirements, this retrofit reconfigurable methodology supplements pilot commands to compensate for undesirable aircraft dynamics instead …

An Evaluation Of The Ah-64 Night Vision Systems For Use In 21st Century Urban Combat, John Kevin Heinecke

Masters Theses

Currently one of the most arduous and dangerous aviation missions for the military attack helicopter pilot is the night combat mission. The mission entails flight at close proximity to the ground and obstacles such as wires, trees, and buildings in an effort to avoid detection by enemy air defense and insurgent small arms fire. Night flight requires the use of augmented vision systems and enhanced aircraft stability and control systems to allow pilots to effectively see and negotiate those hazards that would otherwise be visible during daylight.

The U.S. Army currently fields two variants of augmented visionics, the Aviator Night …

“Design, Development And Characterization Of A Thermal Sensor Brick System For Modular Robotics, Nikhil Arun Naik

Masters Theses

This thesis presents the work on thermal imaging sensor brick (TISB) system for modular robotics. The research demonstrates the design, development and characterization of the TISB system. The TISB system is based on the design philosophy of sensor bricks for modular robotics. In under vehicle surveillance for threat detection, which is a target application of this work we have demonstrated the advantages of the TISB system over purely vision-based systems. We have highlighted the advantages of the TISB system as an illumination invariant threat detection system for detecting hidden threat objects in the undercarriage of a car. We have compared …

Cooling Of Qps Modular Coils Using Embedded Copper Tubes, Shankar Narasimhaswami

Masters Theses

In an era of insatiable appetite for energy, mankind is challenged to develop a sustainable, safe and clean means of energy production, which would virtually eliminate the existing dependence on fossil fuels. In this regard, Nuclear Fusion technology would give man a quantum leap to mark a near end to the long-term energy concerns and redefine the basis of energy production on earth and elsewhere. This explanation holds rationale on two principal elements 1-Abundant supply of cheap fusion fuel and 2-Surpassingly superior energy production efficiency.

But, as every boon comes with a ‘But’, the criticality of technology is that fusion …

Experimental Analyses Of An Atmospheric Pressure Electrical Plasma Decontaminator, Eric Pius Pradeep

Masters Theses

Electrical Gas Plasmas have been widely utilized in the frontiers of sterilization and disinfection of hazardous chemicals and unsafe microorganisms. In this research Atmospheric Pressure Non-thermal Plasma has been employed using various working gases such as air, helium and nitrogen to study its decontamination effects. Focus is given to analyze the constituents of the plasma such as UV light, charged particles, and chemical components produced during the operation of the discharge which influences the incapacitation of the exposed entities, in this specific study, only bacteria and bacteriophages were exposed. Biological tests involved the cultivation of bacteria and bacteriophages on Petri …

A Distributed Solution For Visual Sensor Networks To Detect Targets In Crowds, Cheng Qian

Masters Theses

Visual sensor networks (VSNs), a novel concept about fulfilling vision tasks by a network of collaborative visual sensors, has been attracting more and more attentions these days. This thesis introduces some pioneering research on developing a distributed algorithm for VSNs to detect targets in a cluttered scene. The algorithm is aimed to achieve excellent performances on both detection accuracy and energy efficiency.

Based on a statistical model of the cluttered scene, the development starts with a centralized version where all the nodes send visual data to a central node and the central node invokes an iterative prioritization strategy (IPS) to …

Application Of Energy Analysis To The Problem Of Propulsion Driven Nutation Instability Of Spin Stabilized Spacecraft, Tina Morina Rice

Masters Theses

Propulsion driven nutation instability in spin stabilized spacecraft was first observed in the late nineteen seventies. It’s often referred to as the PAM-D coning anomaly, as it first occurred in the McDonnell Douglas Payload Assist Module (PAM-D). Propulsion driven nutation instability is a performance degrading phenomenon that occurs in spin-stabilized spacecraft used for the raising of satellite payloads to geosynchronous orbit. It is characterized by a coning (wobbling) motion that grows to a large degree during the final seconds of motor burn. The instability is clearly related to the increased size of the rocket needed to support the increasing …

The Functional Application Of The Propeller Load Curve For Fixed Pitch Propellers, Rebecca Barnett Speas

Masters Theses

This thesis attempts to help the flight test community by using the propeller load curve (also known as prop load) to find brake horsepower (BHP) easily with only a propeller tachometer. This thesis also covers the equation for the propeller load curve.

The flight test was done using a Piper Cherokee 180 equipped with a Lycoming 0-360-A3A engine. The flight test data were collected at University of Tennessee Space Institute (UTSI). This data were then compared to the prop load from the engine manufacturer.

Based on the result of this flight test, using the prop load equation from the Lycoming …

Rebound Ace Tennis Court Surface: The Effect Of Temperature On The Coefficient Of Friction, Denise Helen Bauer

Masters Theses

The study was conducted to determine if temperature affects the safety of Rebound Ace™ surface. The objective of this study is to determine how the COF changes as the Rebound Ace™ tennis court surface temperature increases. The lack of literature on this subject leads to the question of the surface’s safety at higher temperatures. A sample of Rebound Ace™ tennis court surface was tested at eight temperatures related to the climate of Melbourne in January with four different shoes to determine how the COF changes with an increase in temperature.

Temperature and shoe brand were both found to be significant …

Using Physical Compilation To Implement A System On Chip Platform, Pradeep M. Chimakurthy

Masters Theses

The goal of this thesis was to setup a complete design flow involving physical synthesis. The design chosen for this purpose was a system-on-chip (SoC) platform developed at the University of Tennessee. It involves a Leon Processor with a minimal cache configuration, an AMBA on-chip bus and an Advanced Encryption Standard module which performs decryption.

As transistor size has entered the deep submicron level, iterations involved in the design cycle have increased due to the domination of interconnect delays over cell delays. Traditionally, interconnect delay has been estimated through the use of wire-load models. However, since there is no physical …

Terminal Velocity Determinations For Component Separation Biomas, Sarah Elizabeth Klasek

Masters Theses

Biomass processors require a technology that will separate node and internode segments to enhance the end product or to reduce production cost. Separation techniques that segregate by particle density and aerodynamic differences use terminal velocity properties as exemplified by classifiers and cyclones.

A fabricated vertical wind tunnel for determining terminal velocity had a velocity range from 3.0 to 9.5 m/s. Velocity variations between highest and lowest readings across the outlet was a maximum of about 20% at a given air velocity. Comparisons of measured terminal velocity to values calculated using Mohsenin (Mohsenin, N.N. 1970. Physical Properties of Plant and Animal …

Preparation And Characterization Of Melt Blown And Electro-Spun Polyurethane Webs, Constance Rebecca Eastman

Masters Theses

Nonwoven fiber webs were formed through the processes of melt blowing and electro-spinning with the use of polyester thermoplastic polyurethane (TPU), aromatic polyether TPU, and aliphatic polycarbonate TPU. Each polyurethane was used to form fiber webs into sheets and onto stainless steel springs. Three types of fiber sheets were made: (1) melt blown, (2) electro-spun, and (3) melt blown coated with electro-spun fibers to form a composite structure. The melt blown sheets consisted of polyether TPU or aliphatic polycarbonate (PC) TPU. The electro-spun sheets were made from a 15wt% polymer solution of polyester TPU or aliphatic PC TPU. There were …

Developing A Model To Evaluate Maintenance Operations, Soundararajan Kannan

Masters Theses

Maintenance has become a prominent function in today's manufacturing environment. Tremendous efforts have been put into in developing different types of maintenance strategies for enhancing the performance of the equipment but very little has been done in actually streamlining maintenance activities. This refers to systematically evaluating and analyzing the non-value added activities within the maintenance function. One of the primary lean tools that can provide a different dimension in identifying and analyzing non-value added activities is Value Stream Mapping (VSM). However, the traditional VSM cannot be utilized "as is" because the maintenance activities do not completely correspond with VSM terminology. …