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Author:

Liu, Bingyuan

Title:

Topics on Nonconvex Learning

Graduate Program:

Statistics

Keywords:

Nonconvex optimization
machine learning
statistical learning
deep learning

File:

Download Thesis_BingyuanLiu.pdf

Committee Members:

Lingzhou Xue, Dissertation Advisor/Co-Advisor
Runze Li, Committee Member
Bing Li, Committee Member
Yanyuan Ma, Committee Member
Zihan Zhou, Outside Member
Ephraim Mont Hanks, Program Head/Chair
Lingzhou Xue, Committee Chair/Co-Chair

Author:

Robinson, Matthew

Title:

Neural Networks and Self-Organizing Cellular Automata

Graduate Program:

Computer Science

Keywords:

neural networks
emergent behavior
emergence
self-organizing systems
self-organization
machine learning
cellular automata

File:

Download Robinson-Thesis-ms-final.pdf

Committee Members:

Thang N. Bui, Thesis Advisor/Co-Advisor
Thang N. Bui, Program Head/Chair
Susan Kathryn Eskin, Committee Member
Linda Marie Null, Committee Member
Sukmoon Chang, Committee Member
Jeremy Joseph Blum, Committee Member
Hyuntae Na, Committee Member
Hien Nguyen, Committee Member
Md Faisal Kabir, Committee Member

Author:

Washington, Richard

Title:

the use of machine learning and genetic algorithms for clutter classification and radarcom signal design

Graduate Program:

Electrical Engineering (MS)

Keywords:

Radar
wireless communications
clutter
lpi
radarcom
machine learning

File:

Download FinalThesis_RichardWashington.pdf

Committee Members:

Kultegin Aydin, Program Head/Chair
Ram Mohan Narayanan, Thesis Advisor/Co-Advisor
Julio Urbina, Committee Member
Dmitriy Garmatyuk, Special Signatory
Saba Mudaliar, Special Signatory

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:

Pankova, Daria

Title:

The Search For High Energy Tau Neutrinos With The IceCube Neutrino Detector

Graduate Program:

Physics (PHD)

Keywords:

neutrino
tau neutrinos
IceCube
physics
machine learning
CNN

File:

Download DPankova_Dissertation_PSU.pdf

Committee Members:

Nitin Samarth, Program Head/Chair
Douglas Cowen, Chair & Dissertation Advisor
Stephane Coutu, Major Field Member
Derek Fox, Outside Unit & Field Member
Anna Stasto, Major Field Member

Author:

Alotaik, Osama

Title:

Equitable Food Distribution - Modeling and Analysis of Food Banks Supply Chains Using Machine Learning and Recurrent Optimization-basedSimulation

Graduate Program:

Industrial Engineering (PHD)

Keywords:

food banks
supply chains
machine learning
simulation
food assistance
equitable distribution

File:

Download Osama_final_thesis.pdf

Committee Members:

Soundar Kumara, Chair & Dissertation Advisor
Eunhye Song, Major Field Member
Saurabh Basu, Major Field Member
Edward Jaenicke, Outside Unit & Field Member
Steven Landry, 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:

Login to Download

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