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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

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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

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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

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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

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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:

Zawadzki, Brianna

Title:

Investigating Planet Formation Through Simulation, Observation, and Machine Learning

Graduate Program:

Astronomy and Astrophysics (PHD)

Keywords:

astronomy
protoplanetary disks
exoplanets
planet formation
machine learning
interferometry
imaging

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Committee Members:

Bradford Foley, Outside Unit & Field Member
Rebekah Dawson, Major Field Member
Kevin Luhman, Major Field Member
Robin Ciardullo, Program Head/Chair
Ian Czekala, Chair & Dissertation Advisor
Eric Ford, Major Field Member

Author:

Zhou, Chen

Title:

Application of machine learning to optical sensing and imaging

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Optical sensing
optical imaging
machine learning

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Committee Members:

Zhiwen Liu, Chair & Dissertation Advisor
Christine Keating, Outside Unit & Field Member
Seyedehaida Ebrahimi, Major Field Member
Madhavan Swaminathan, Program Head/Chair
Xingjie Ni, Major Field Member

Author:

La Chat, Grant

Title:

Identification of Rossby Wave Breaking Flavors using Self-Organizing Maps

Graduate Program:

Meteorology and Atmospheric Science (MS)

Keywords:

machine learning
self-organizing maps
anticyclones
cyclogenesis
Potential vorticity
Rossby waves
Wave breaking
Synoptic meteorology
moisture transport

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Committee Members:

David Stensrud, Program Head/Chair
Melissa Marie Gervais, Thesis Advisor/Co-Advisor
Steven B Feldstein, Committee Member
Kevin Andrew Bowley, Thesis Advisor/Co-Advisor
Colin M. Zarzycki, Committee Member

Author:

Di Domenico, Nicolle

Title:

Quantifying the Spatiotemporal Inundation Patterns of Tundra Polygonal Ground and Its Relationship with Arctic Climate

Graduate Program:

Geography (MS)

Keywords:

geomorphology
Arctic
polygonal ground
geography
remote sensing
machine learning
climate change

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Committee Members:

Shujie Wang, Thesis Advisor/Co-Advisor
Manzhu Yu, Committee Member
Brian King, Program Head/Chair
Elizabeth Herndon, Special Signatory

Author:

Saha, Gourab

Title:

A Vision Towards Developing a Spatially And Temporally Robust Data-Driven Modeling Framework To Predict Continuous Stream Nitrate Concentration At Data-Scarce Locations

Graduate Program:

Agricultural and Biological Engineering (PHD)

Keywords:

LSTM
stream nitrate modeling
deep learning
machine learning
water quality
c-Q relationship

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Committee Members:

Suat Irmak, Program Head/Chair
Long He, Major Field Member
Cibin Raj, Chair & Dissertation Advisor
Chaopeng Shen, Outside Field Member
Jonathan Duncan, Outside Unit & Field Member

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

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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