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Author:

Sarkar, Soumalya

Title:

Hierarchical Symbolic Perception in Dynamic Data Driven Application Systems

Graduate Program:

Mechanical Engineering

Keywords:

Symbolic Dynamics
Data Driven
Hierarchical approach
Multi-scale analysis
Combustion Instability
Fault detection

File:

Download Dissertation_Soumalya_Sarkar_final.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Christopher Rahn, Committee Member
Daniel Connell Haworth, Committee Member
Shashi Phoha, Committee Member
Thomas Wettergren, Committee Member
Karen Ann Thole, Committee Member

Author:

Hauser, Michael B

Title:

Principles of Riemannian Geometry in Neural Networks

Graduate Program:

Mechanical Engineering

Keywords:

Neural networks
Algebraic geometry
Riemannian manifolds
Machine learning
Non-abelian gauge theories

File:

Download thesis-principles-riemannian.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Shashi Phoha, Committee Member
Daniel Connell Haworth, Committee Member
Kenneth Jenkins, Outside Member

Author:

Ghalyan, Najah

Title:

Sequential Machine Learning for Decision-Making in Mechanical Systems

Graduate Program:

Mechanical Engineering

Keywords:

symbolic dynamics
Hidden Markov Models
ergodicity
measure-preserving transformations
image classification
fatigue damage
thermoacoustic instabilities
probabilistic finite state automata
time series
bag-of-words
support vector machines
generating partition
quantization
lossy source coding
sliding block source coding
clustering
dynamic programming
Viterbi algorithm
anomaly detection
change point detection
transient change detection
quickest change detection
data-driven modeling

File:

Download PhD_Dissertation_Najah_Ghalyan.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Eric Russell Marsh, Committee Member
Alok Sinha, Committee Member
David Jonathan Miller, Outside Member
William Kenneth Jenkins, Outside Member
Shashi Phoha, Outside Member
Daniel Connell Haworth, Program Head/Chair

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:

Mondal, Sudeepta

Title:

Probabilistic Machine Learning for Advanced Engineering Design Optimization and Diagnostics

Graduate Program:

Mechanical Engineering

Keywords:

Machine learning
Combustion
Additive Manufacturing
Multi-Fidelity Modeling
Anomaly Detection

File:

Download PhD_Dissertation_Sudeepta.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Amrita Basak, Committee Chair/Co-Chair
Christopher D. Rahn, Committee Member
Achintya Mukhopadhyay, Special Member
Shashi Phoha, Outside Member
Daniel Connell Haworth, Program Head/Chair
Amrita Basak, Dissertation Advisor/Co-Advisor
Daniel Connell Haworth, Committee Member

Author:

Alqahtani, Hassan

Title:

deep learning approach to real time health monitoring for fatigue damage detection and classification

Graduate Program:

Mechanical Engineering

Keywords:

DEEP LEARNING
REAL-TIME HEALTH MONITORING
FATIGUE DAMAGE
CLASSIFICATION
DAMAGE DETECTION

File:

Download HASSAN_THESIS-9-2.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Bo Cheng, Committee Member
Eric Russell Marsh, Committee Chair/Co-Chair
Shashi Phoha, Outside Member
Daniel Connell Haworth, Program Head/Chair
Eric Russell Marsh, Dissertation Advisor/Co-Advisor