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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:

Gong, Xi

Title:

Machining Behavior and Material Properties in Additive Manufacturing of Ti-6Al-4V Parts

Graduate Program:

Mechanical Engineering

Keywords:

Additive Manufacturing
Ti-6Al-4V
PSP Linkages
Machine Learning
Microstructure

File:

Download Xi_Gong_Dissertation_Draft_0707v2.pdf

Committee Members:

Guhaprasanna Manogharan, Dissertation Advisor/Co-Advisor
Guhaprasanna Manogharan, Committee Chair/Co-Chair
Edward Demeter, Committee Member
Eric Russell Marsh, Committee Member
Saurabh Basu, Outside Member
Daniel Connell Haworth, Program Head/Chair

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