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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

Keywords:

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

File:

Download vhp4_thesis_final_submission_revised.pdf

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

Keywords:

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

File:

Download HanifYoga_ThesisDraft_final.pdf

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:

Yang, Yanqiu

Title:

Innovative Integrated Pest Management: Data-Driven Approaches and Noninvasive Technologies for Enhanced Monitoring and Decision-Making in Specialty Crops

Graduate Program:

Agricultural and Biological Engineering

Keywords:

Precision agriculture
noninvasive sensing
RGB imaging
spectroscopy
hyperspectral imaging (HSI)
machine learning
pest management
plant disease detection
specialty crops
invasive species monitoring

File:

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Committee Members:

Suat Irmak, Program Head/Chair
Zhiwen Liu, Outside Unit Member
Kari Peter, Outside Field Member
Christina Grozinger, Outside Field Member
Shirin Ghatrehsamani, Major Field Member
Paul Heinemann, Chair & Dissertation Advisor

Author:

Verma, Ankur

Title:

SELECTIVE LEARNING USING RANDOMLY REDUCED DATASETS

Graduate Program:

Industrial Engineering

Keywords:

sensors
machine learning
neural networks
edge computing

File:

No files available due to restrictions.

Committee Members:

Steven Landry, Program Head/Chair
Soundar Kumara, Chair & Dissertation Advisor
Saurabh Basu, Major Field Member
Sy-Miin Chow, Outside Unit & Field Member
Necdet Aybat, Major Field Member

Author:

Sadayappan, Kayalvizhi

Title:

Uncovering patterns and processes regulating stream water chemistry from catchment to continental scale

Graduate Program:

Environmental Engineering

Keywords:

biogeochemistry
stream water chemistry
reactive transport modeling
intermittent stream
machine learning
modeling
concentration-discharge relationship
nitrate

File:

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Committee Members:

Farshad Rajabipour, Program Head/Chair
Li Li, Co-Chair & Dissertation Advisor
Jay Regan, Co-Chair & Dissertation Advisor
Chaopeng Shen, Outside Field Member
Lauren McPhillips, Major Field Member
Jonathan Duncan, Outside Unit Member

Author:

Nagendra, Savinay

Title:

Towards Designing Deep Learning Architectures for Improving Semantic Segmentation Performance

Graduate Program:

Computer Science and Engineering

Keywords:

computer vision
deep learning
semantic segmentation
machine learning
artificial intelligence
vision foundation models
segment anything model
pytorch

File:

Download Savinay_Nagendra_PhD_Dissertation_Final_Draft.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Major Field Member
Chaopeng Shen, Outside Field Member
C Lee Giles, Outside Unit & Field Member
Daniel Kifer, Chair & Dissertation Advisor

Author:

Krajewski, Adam

Title:

Efficient Materials Informatics between Rockets and Electrons

Graduate Program:

Materials Science and Engineering

Keywords:

materials informatics
materials discovery
scientific computing
machine learning
artificial intelligence
database design
high entropy alloys
compositionally complex materials
functionally graded materials
extreme environments
hypersonics
data driven
thermodynamics
graphs
compositional spaces
python
nim
CALPHAD
HEA
FGM
ULTERA
pySIPFENN
MPDD
alloy design
inverse design

File:

Download SelectedSourceCodes.zipDownload PhD_Dissertation_Submitted.pdf

Committee Members:

John Mauro, Program Head/Chair
Zi-Kui Liu, Chair, Minor Member & Dissertation Advisor
Allison Beese, Major Field Member
Wenrui Hao, Outside Unit & Field Member
Ismaila Dabo, Major Field Member

Author:

De Vault, Jordan

Title:

Evaluating Cognitive Radar Technique Performance in a 5G-NR Environment

Graduate Program:

Electrical Engineering

Keywords:

cognitive radio
spectrum sharing
dynamic spectrum access
cognitive radar
machine learning
5G-NR
4G/LTE
radio frequency interference generation

File:

Download DeVault_Dissertation_Final.pdf

Committee Members:

Ludmil Zikatanov, Outside Unit & Field Member
Ram Narayanan, Chair & Dissertation Advisor
Tim Kane, Major Field Member
Anthony Martone, Special Member
Jing Yang, Major Field Member
Madhavan Swaminathan, Program Head/Chair

Author:

Shen, Tongyao

Title:

Essays on Integrating Voice, Text, and Virtual Reality for Marketing Insights

Graduate Program:

Business Administration

Keywords:

voice technology
virtual reality
text mining
strategic marketing leadership emphasis
CEO
upper echelon
word embedding
auditorial cues
sound zoning
machine learning
deep learning

File:

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Committee Members:

Brent Ambrose, Program Head/Chair
Min Ding, Chair & Dissertation Advisor
Ning Zhong, Major Field Member
David Miller, Outside Unit & Field Member
Rajdeep Grewal, Special Member
Stefan Wuyts, Major Field Member

Author:

Wietecha-Reiman, Ian

Title:

Building a Robust Framework to Crowdsource Material Property Data for Structural Alloys Processed Through Advanced Manufacturing Routes

Graduate Program:

Materials Science and Engineering

Keywords:

materials science
metallurgy
statistics
machine learning
fatigue
tensile
austenitic stainless steel
316L
titanium
alloy
alloys
Ti-6Al-4V
Ti64
design allowables
additive manufacturing
AM
laser-powder bed fusion
powder bed fusion
L-PBF
directed energy deposition
DED
meta-analysis
meta-data
data quality
data stewardship
database
microstructure
inclusions
secondary phases
porosity
defects
reliability
composition
powder feedstock
supply chain
data science
oxides
nitrides

File:

Download ivw5030-dissertation-v3.2.pdf

Committee Members:

John Mauro, Program Head/Chair
Jay Keist, Major Field Member
Todd Palmer, Chair & Dissertation Advisor
Darren Pagan, Outside Unit Member
Albert Segall, Outside Field Member