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Author:

Deshong, Eric

Title:

Fault Characterization and Diagnostics Supporting Condition-Based Operation and Maintenance of Gas Turbine Engines

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

gas turbine engine
axial turbine
machine learning
condition-based operation and maintenance
predictive maintenance
condition monitoring
efficiency
durability
turbine cooling
blade tip clearance

File:

Download DeShong_Dissertation_Final.pdf

Committee Members:

Reid Berdanier, Co-Chair & Dissertation Advisor
Karen Thole, Co-Chair & Dissertation Advisor
Stephen Lynch, Major Field Member
Michael Jonson, Outside Unit & Field Member
Daniel Connell Haworth, Professor in Charge/Director of Graduate Studies

Author:

Le, Thai Quang

Title:

Trustworthy Machine Learning: Learning under Security, Explainability and Uncertainty Constraints

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

machine learning
responsible AI
explainability
adversarial attack
adversarial defense
security
privacy
XAI
trustworthy

File:

Download Thesis_ThaiLe_IST_B.pdf

Committee Members:

Dongwon Lee, Chair & Dissertation Advisor
Suhang Wang, Major Field Member
Prasenjit Mitra, Major Field Member
S. Shyam Sundar, Outside Unit & Field Member
Mary Beth Rosson, Program Head/Chair

Author:

Vargas Venegas, Carlos

Title:

Physics-Infused Reduced-Order Modeling of Aerothermal Loads for Fluid-Thermal-Structural Interactions

Graduate Program:

Aerospace Engineering (MS)

Keywords:

hypersonic
fluid-thermal-structural
aerothermoelasticity
data-driven
physics-driven
physics-based
reduced-order modeling
machine learning
field inversion
aerothermal
turbulent viscous-inviscid interactions
neural ordinary differential equations
direct collocation
optimization
kriging
proper-orthogonal decomposition
latin hypercube sampling
thermoelastic
hypersonic vehicle
RANS
skin-panel
two-dimensional
gaussian process regression
computational fluid dynamics
supported panel
augmentation
augmented
model augmentation
surrogate
POD-kriging
POD
algebraic
differential
algebraic augmentation
differential augmentation
NODE
PIROM
analysis

File:

Download ms-thesis-corrected.pdf

Committee Members:

Daning Huang, Thesis Advisor/Co-Advisor
Puneet Singla, Committee Member
Amy Pritchett, Program Head/Chair
Sven Schmitz, Committee Member

Author:

Pham, Viet

Title:

An Analysis and Framework for Multi-label Image Classification of Insect Taxonomy with Convolutional Neural Networks

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

multi-label image classification
image classification
computer vision
machine learning
insect taxonomy
convolutional neural networks

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Morgan Sampson, Committee Member

Author:

Yoga, Hanif

Title:

Machine Learning Approach for Prediction of Relative Permeability

Graduate Program:

Energy and Mineral Engineering (MS)

Keywords:

machine learning
artificial intelligence
artificial neural network
relative permeability
hysteresis
equation of state
multiphase flow in porous media

File:

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Committee Members:

Mort Webster, Professor in Charge/Director of Graduate Studies
Russell Taylor Johns, Thesis Advisor/Co-Advisor
Hamid Emami-Meybodi, Committee Member
Yashar Mehmani, Committee Member

Author:

Shakerian, Shahrad

Title:

Digital Twin Enabled Facilities Maintenance Management through the Integration of Artificial Intelligence and Sensory-Level Data

Graduate Program:

Architectural Engineering (PHD)

Keywords:

Facility maintenance
digital twins
machine learning
signal processing
failure prediction
early failure detection
anomaly detection

File:

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Committee Members:

Bill Sitzabee, Co-Chair & Dissertation Advisor
Somayeh Asadi, Major Field Member
Houtan Jebelli, Co-Chair & Dissertation Advisor
Asok Ray, Outside Unit & Field Member
Somayeh Asadi, Professor in Charge/Director of Graduate Studies

Author:

Hughey, Jordan

Title:

In-silico modeling gene expression utilizing genomic activity and 3D contact information

Graduate Program:

Bioinformatics and Genomics (PhD)

Keywords:

gene regulation
transcriptome
association studies
machine learning
epigenomics
epigenetics

File:

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Committee Members:

Dajiang Liu, Chair & Dissertation Advisor
Shaun Mahony, Major Field Member
James Broach, Outside Unit & Field Member
Santhosh Girirajan, Major Field Member
George H Perry, Program Head/Chair

Author:

Scott, Jesse

Title:

Dynamic Stability Monitoring of Complex Human Motion Sequences via Precision Computer Vision

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

image-based stability
deep learning
machine learning
Center of Mass
Base of Support
Center of Pressure
stability
balance
motion capture
foot pressure
video
human pose
Taiji
biomechanics
stability metrics
falls
computer vision

File:

Download CompositeResults-Subject1-Take3.mp4Download CompositeResults-Subject9-Take3.mp4Download CompositeResults-SingleView.mp4Download JesseScott-Dissertation-Final-12-12-22.pdf

Committee Members:

Yanxi Liu, Co-Chair & Dissertation Advisor
John Challis, Outside Unit & Field Member
Robert Collins, Co-Chair & Dissertation Advisor
Guohong Cao, Major Field Member
Chitaranjan Das, Program Head/Chair

Author:

Gerg, Isaac

Title:

Domain Enriched Machine Learning for Synthetic Aperture Sonar

Graduate Program:

Electrical Engineering (PHD)

Keywords:

machine learning
deep learning
sonar
autofocus
semantic segmentation
automatic target recogition
classification

File:

Download 2022_PhD_Thesis.pdf

Committee Members:

Alan Wagner, Outside Unit & Field Member
John Doherty, Major Field Member
Jing Yang, Major Field Member
Vishal Monga, Chair & Dissertation Advisor
Thomas F La Porta, Program Head/Chair

Author:

Naegele, Steven M

Title:

Investigation of Wind Regimes in Kuwait and the Northeastern U.S. Coast Using Observations and Self-Organizing Maps of Model Output

Graduate Program:

Meteorology and Atmospheric Science (PHD)

Keywords:

wind
wind energy
wind regime
atmospheric model
machine learning
self-organizing maps

File:

Download Naegele_Dissertation_Draft_-_final.pdf

Committee Members:

Paul Markowski, Professor in Charge/Director of Graduate Studies
Steven Greybush, Chair & Dissertation Advisor
George Young, Major Field Member
Susan Stewart, Outside Unit & Field Member
Jared Lee, Special Member
Melissa Gervais, Major Field Member

Author:

Yu, Monong

Title:

Cosmic-ray iron spectrum measured by the ISS-CREAM experiment

Graduate Program:

Physics (PHD)

Keywords:

cosmic rays
direct measurements
machine learning
neural networks

File:

Download Monong_Yu_Dissertation.pdf

Committee Members:

Miguel Mostafa, Major Field Member
Douglas Cowen, Major Field Member
Stephane Coutu, Chair & Dissertation Advisor
Randy McEntaffer, Outside Unit & Field Member
Nitin Samarth, Program Head/Chair
Stephanie Wissel, Major Field Member

Author:

Guo, Wenbo

Title:

Explainable AI Techniques for Security

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

computer security
machine learning
explainable AI
deep learning

File:

Download Dissertation.pdf

Committee Members:

Mary Beth Rosson, Program Head/Chair
Lin Lin, Outside Unit & Field Member
Ting Wang, Co-Chair, Major Member & Dissertation Advisor
C Lee Giles, Major Field Member
Xinyu Xing, Co-Chair & Dissertation Advisor

Author:

Wood, Noah

Title:

Fusion of SAR and Electrooptical Imagery for Vehicle Classification Using Neural Networks

Graduate Program:

Electrical Engineering (MS)

Keywords:

machine learning
data fusion
sar
variability

File:

Download NoahWood_MSthesis.pdf

Committee Members:

Kultegin Aydin, Program Head/Chair
Ram Mohan Narayanan, Thesis Advisor/Co-Advisor
David Marion Jenkins, Jr., Committee Member

Author:

Williams, Glen

Title:

Towards the Next-Generation of Engineering Design Artificial Intelligence: A Framework for Additive Manufacturing Machine Learning Development

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

additive manufacturing
machine learning
artificial intelligence
design
manufacturing

File:

Download Glen_Williams.pdf

Committee Members:

Nicholas Meisel, Major Field Member
Timothy Simpson, Major Field Member
Chris McComb, Chair & Dissertation Advisor
C Lee Giles, Outside Unit & Field Member
Daniel Haworth, Professor in Charge/Director of Graduate Studies

Author:

Yu, Anya

Title:

Investigating the Impact of Language Experience on Second Language Reading Comprehension Using a Resting-State Connectome-based Predictive Model

Graduate Program:

Psychology (PHD)

Keywords:

L2 reading
immersion
resting-state fMRI
machine learning
implicit learning

File:

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Committee Members:

Roger Beaty, Major Field Member
Frank Hillary, Major Field Member
Janet van Hell, Chair & Dissertation Advisor
Peggy Van Meter, Outside Unit & Field Member
Kristin Buss (she/her), Program Head/Chair

Author:

Melton, Elizabeth

Title:

Searching For Transiting Planets Around One Million Stars

Graduate Program:

Astronomy and Astrophysics (PHD)

Keywords:

exoplanets
machine learning

File:

Download Melton_Dissertation.pdf

Committee Members:

Ian Czekala, Major Field Member
Rebekah Dawson, Major Field Member
Jason Wright, Major Field Member
Joel Hartman, Special Member
Hyungsuk Tak, Outside Unit & Field Member
Eric Feigelson, Chair & Dissertation Advisor
Rebekah Dawson, Program Head/Chair