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Author:

Gopalakrishnan, Anand

Title:

Neural Temporal Models for Human Motion Prediction

Graduate Program:

Electrical Engineering

Keywords:

Motion Prediction
Recurrent Neural Networks
Deep Learning
Motion Synthesis
Human Motion Evaluation

File:

Download Anand_masters_thesis_eTD_final_version.pdf

Committee Members:

David Jonathan Miller, Thesis Advisor/Co-Advisor
Clyde Lee Giles, Thesis Advisor/Co-Advisor
Minghui Zhu, Committee Member

Author:

Fu, Yiwei

Title:

Modeling, Prediction and Control of Engineering Systems with Long Short-Term Memory

Graduate Program:

Mechanical Engineering

Keywords:

Artificial Intelligence
Deep Learning
Robotics
Representation Learning
Autonomous Systems
Time Series

File:

Download YiweiFu-Dissertation.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Bo Cheng, Committee Member
Minghui Zhu, Outside Member
Shashi Phoha, Outside Member
Thomas Wettergren, Special Member
Daniel Connell Haworth, Program Head/Chair

Author:

Almadih, Mustafa

Title:

Acoustic Analysis and Detection of the Effects of Vapor-Liquid Interfacial Morphology on Pool-Boiling Heat Transfer for Different Materials

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

Pool Boiling
Acoustic Analysis
Digital Signal Processing Tools
Boiling Regimes Identification
Deep Learning

File:

Download Mustafa_almadih-Dissertation.pdf

Committee Members:

Minghui Zhu, Outside Unit & Field Member
Fan-Bill Cheung, Chair & Dissertation Advisor
Stephen M. Bajorek, Special Member
Christopher Rahn, Major Field Member
Daniel Cortes Correales, Major Field Member
Daniel Connell Haworth, Program Head/Chair

Author:

Saab, Samer

Title:

Investigation of Deep Neural Networks From Control and Optimization Perspectives

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Deep Learning
Neural Networks
Optimization
Control Theory
First-order Gradient Descent
Heavy-ball Optimizer
Recurrent Neural Networks
State-space Representations

File:

Download SamerSaabJr_Dissertation.pdf

Committee Members:

Minghui Zhu, Co-Chair & Dissertation Advisor
Shashi Phoha, Co-Chair of Committee
Puneet Singla, Outside Unit & Field Member
Nilanjan Ray Chaudhuri, Major Field Member
Asok Ray, Major Field Member & Dissertation Advisor
Kultegin Aydin, Program Head/Chair