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Author:

Mishra, Saurabh

Title:

TAILORING WELD GEOMETRY AND COMPOSITION IN FUSION WELDING THROUGH CONVECTIVE MASS TRANSFER CALCULATIONS

Graduate Program:

Materials Science and Engineering

Keywords:

Neural Network
Genetic Algorithm
Mass Transfer in Welding
Liquation Cracking
Effect of Sulfur

File:

Download Thesis_Saurabh_Mishra.pdf

Committee Members:

Tarasankar Debroy, Committee Chair/Co-Chair
Kwadwo Osseo Asare, Committee Member
Long Qing Chen, Committee Member
Judith Todd Copley, Committee Member

Author:

Zhang, Jian

Title:

Development of Automated Neuro-Simulation Protocols for Pressure and Rate Transient Analysis Applications

Graduate Program:

Energy and Mineral Engineering

Keywords:

Neuro-Simulation
Machine Learning
Neural Network
Numerical Reservoir Simulation
Pressure Transient Analysis
Rate Transient Analysis

File:

Download Dissertation.pdf

Committee Members:

Turgay Ertekin, Dissertation Advisor/Co-Advisor
Turgay Ertekin, Committee Chair/Co-Chair
Sanjay Srinivasan, Committee Member
Li Li, Committee Member
Kultegin Aydin, Outside Member

Author:

Chen, Qipin

Title:

Nonlinear computations in neural networks and applications

Graduate Program:

Mathematics

Keywords:

Homotopy
Neural Network
Initialization

File:

Download Qipin-Chen-Dissertation.pdf

Committee Members:

Wenrui Hao, Dissertation Advisor/Co-Advisor
Wenrui Hao, Committee Chair/Co-Chair
John Harlim, Committee Member
Wen Shen, Committee Member
Xiang Gao, Outside Member
Carina Pamela Curto, Program Head/Chair

Author:

Altamimi, Abdulelah Lafi

Title:

Deep Learning Approach to Large-Scale Systems

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Deep Reinforcement Learning
Wildfire Mitigation
Stochastic Model Predictive Control
Classification
System Identification
Parameters Estimation
Deep Learning
Neural Network

File:

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Committee Members:

Minghui Zhu, Major Field Member
Constantino Lagoa, Chair & Dissertation Advisor
Jing Yang, Major Field Member
Kostas Papakonstantinou, Outside Unit & Field Member
Madhavan Swaminathan, Program Head/Chair

Author:

Sun, Pin

Title:

Essays on Environmental Economics

Graduate Program:

Economics (PHD)

Keywords:

Climate Change
Migration
Nested Logit Distribution
Rural and Urban
Flood Risk
Flood Relief Policy
Neural Network
welfare analysis
spatial equilibrium model
Katrina
Flood zoning policy

File:

Download Pin_Sun_Dissertation_2023.pdf

Committee Members:

Jingting Fan, Major Field Member
Jonathan Eaton, Major Field Member
Lilliard Richardson, Outside Unit & Field Member
Barry Ickes, Program Head/Chair
Fernando Parro, Major Field Member
Stephen Yeaple, Chair & Dissertation Advisor

Author:

Hall, Kenneth

Title:

Neural Dynamic Mode Decomposition

Graduate Program:

Engineering Science and Mechanics (PHD)

Keywords:

Deep Learning
Neural Network
Dynamic Mode Decomposition
Koopman Operator Theory
Dynamical Systems
NDMD
Acoustic Classification

File:

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Committee Members:

Albert Segall, Program Head/Chair
Joseph Cusumano, Major Field Member
Bruce Gluckman, Chair & Dissertation Advisor
Pierre-Emmanuel Jabin, Outside Unit & Field Member
Joonho Daniel Park, Special Member
Francesco Costanzo, Major Field Member

Author:

Metwaly, Kareem

Title:

Explainable, Informed Deep Learning For Signal And Image Estimation

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Deep Learning
Neural Network
Image Processing
Signal Processing
Algorithm Unrolling
Dehazing
Beampattern Design
Classification
Computer Vision
Attribute Prediction
Prior Guided
Informed Learning
Estimation

File:

Download KareemMetwaly.pdf

Committee Members:

Abhronil Sengupta, Major Field Member
William Higgins, Major Field Member
Vikash Gayah, Outside Unit & Field Member
Vishal Monga, Chair & Dissertation Advisor
Thomas La Porta, Program Head/Chair

Author:

Homan, Eric

Title:

Context-Aware Perception for Edge and Embedded Devices

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Neural Network
Context Awareness
Reinforcement Learning
Autonomy

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Bradley Wyble, Outside Unit & Field Member
John Sampson, Major Field Member

Author:

Rao, Aniruddha Rajendra

Title:

Statistical Methods for Non-Linear Modeling in Functional Data

Graduate Program:

Statistics (PHD)

Keywords:

Functional Data
Neural Network
Deep Learning
Non-Linear Modeling
Imputation

File:

Download Defense_Document_Aniruddha.pdf

Committee Members:

Lin Lin, Major Field Member
Suhang Wang, Outside Unit & Field Member
Jia Li, Major Field Member
Matthew Reimherr, Chair & Dissertation Advisor
Ephraim Hanks, Program Head/Chair