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Author:

Gilbertson, Christian

Title:

Using Data-driven Methods to Find Planets Around Stars With Magnetic Activity

Graduate Program:

Astronomy and Astrophysics (PHD)

Keywords:

Exoplanets
Astrobiology
Astrostatistics
Machine Learning
Gaussian Process
Open Source Software
Radial Velocity
Spectroscopy
Stellar Variability
Planet Detection
Telluric Variability
Astronomy
Astrophysics

File:

Download Christian_Gilbertson_Dissertation__5_.pdf

Committee Members:

Rebekah Dawson, Major Field Member
Suvrath Mahadevan, Major Field Member
Jason Wright, Co-Chair of Committee
Eric Ford, Chair & Dissertation Advisor
James Kasting, Outside Unit & Field Member
Robin Ciardullo, Program Head/Chair

Author:

Liu, Shuo Shuo

Title:

Statistical Learning on High-Dimensional Multi-Source Data

Graduate Program:

Statistics (PHD)

Keywords:

Transfer Learning
Multi-View Clustering
High-Dimensional Data
Machine Learning

File:

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Committee Members:

Bing Li, Professor in Charge/Director of Graduate Studies
Xiang Zhu, Major Field Member
Lan Kong, Outside Unit & Field Member
Matthew Reimherr, Major Field Member
Runze Li, Chair & Dissertation Advisor

Author:

Cornelius, Jason

Title:

Mid-Fidelity Performance Analysis for Fixed-Pitch Speed-Controlled Multirotor Aircraft

Graduate Program:

Aerospace Engineering (PHD)

Keywords:

Helicopter
Multirotor
CFD
Rotorcraft
High Performance Computing
GPU
Coaxial
Coaxial Rotor
Machine Learning
Surrogate Models
Dragonfly
Drone
UAS
Urban Air Mobility
Unmanned Aerial Systems
BEMT
Aerodynamics
Aircraft
C81 Tables
OVERFLOW
ARC2D
Airfoil Performance
NASA
Langley TDT
Langley 14-by 22-ft. Subsonic Tunnel Facility
Langley Transonic Dynamics Tunnel
Hybrid BEMT-URANS CFD
Linux Bash Scripting
GPU CFD Acceleration
Gaussian Process Regression
Neural Networks
Conceptual Design
Preliminary Design

File:

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Committee Members:

Amy Pritchett, Program Head/Chair
Daniel Haworth, Outside Unit & Field Member
Sven Schmitz, Chair & Dissertation Advisor
Jacob Langelaan, Major Field Member
Jose Palacios, Major Field Member
Edward Smith, Major Field Member
Larry Young, Special Signatory

Author:

Fan, Foxian

Title:

Evolution of AM Surface Morphology during Centrifugal Disc Finishing

Graduate Program:

Industrial Engineering (PHD)

Keywords:

Additive Manufacturing
Centrifugal Disc Finishing
Surface Characterization
Image Processing
Machine Learning
Mass Finishing

File:

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Committee Members:

Steven Landry, Program Head/Chair
Timothy Simpson, Major Field Member
Christopher Kube, Outside Unit & Field Member
Guhaprasanna Manogharan, Co-Chair & Dissertation Advisor
Brigid Mullany, Special Member
Robert Voigt, Co-Chair & Dissertation Advisor

Author:

Liu, Heting

Title:

Machine Learning in Mobile Edge Computing: Enhancing Efficiency in Inference and Training

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Edge Computing
Resource Allocation
Machine Learning
Federated Learning

File:

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Committee Members:

Fenglong Ma, Outside Unit & Field Member
Ting He, Major Field Member
Jing Yang, Major Field Member
Guohong Cao, Chair & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

Author:

Tabar, Maryam

Title:

Mitigating Social Challenges among Vulnerable Communities with Machine Learning

Graduate Program:

Informatics (PHD)

Keywords:

Artificial Intelligence/Data Science for Social Good
Machine Learning

File:

Download Doctoral_Dissertation_Final.pdf

Committee Members:

Jeffrey Bardzell, Program Head/Chair
Dongwon Lee, Co-Chair & Dissertation Advisor
Amulya Yadav, Co-Chair & Dissertation Advisor
Carleen Maitland, Major Field Member
C Lee Giles, Major Field Member
Rayid Ghani, Special Member
S. Shyam Sundar, Outside Unit & Field Member

Author:

Widdowson, Denise

Title:

Computational Optimization of Material Properties via a Multi-Field-Assisted Additive Manufacturing Process

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

Multifield Processing
Multiobjective Optimization
Machine Learning
AI
Magnetic Particle Composite
Computational Homogenization
Support Vector Regression
Magnetic Polymer Composites
Magnetoactive Elastomer
Inverse Materials Design Problem
Additive Manufacturing
Electromagnetic
Dielectric
Microarchitecture

File:

Download Denise_Widdowson_Dissertation.pdf

Committee Members:

Robert Francis Kunz, Professor in Charge/Director of Graduate Studies
Paris Vonlockette, Chair & Dissertation Advisor
Zoubeida Ounaies, Major Field Member
Allison Beese, Outside Unit & Field Member
Mary Frecker, Major Field Member

Author:

Pei, Te

Title:

Integrating Geotechnical Domain Knowledge Into Machine Learning for Slope Stability Predictions

Graduate Program:

Civil Engineering (PHD)

Keywords:

Slope Stability
Landslide Susceptibility Mapping
Machine Learning
Domain Knowledge
Physics-based model
Monotonicity

File:

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Committee Members:

Chaopeng Shen, Co-Chair & Dissertation Advisor
Tong Qiu, Co-Chair & Dissertation Advisor
Ming Xiao, Major Field Member
Tieyuan Zhu, Outside Unit & Field Member
Patrick Fox, Program Head/Chair

Author:

Dharmadhikari, Susheel

Title:

Data-Driven Strategies for Engineering Design and Diagnostics

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

Fatigue Damage Detection
Machine Learning
Surrogate Modeling
Pin Fin Optimization

File:

Download Dissertation_Susheel_Dharmadhikari.pdf

Committee Members:

Amrita Basak, Chair & Dissertation Advisor
Christopher Kube, Outside Unit & Field Member
Eric Marsh, Major Field Member
Asok Ray, Major Field Member
Robert Kunz, Professor in Charge/Director of Graduate Studies

Author:

Lafleur, Travis

Title:

Predictive Models for Gene Expression Engineering

Graduate Program:

Chemical Engineering (PHD)

Keywords:

Transcription
Machine Learning
Biological Engineering
Synthetic Biology

File:

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Committee Members:

Andrew Zydney, Major Field Member
Howard Salis, Chair & Dissertation Advisor
Edward O'Brien, Outside Unit & Field Member
Costas Maranas, Major Field Member
Robert Rioux, Professor in Charge/Director of Graduate Studies