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Author:

Khatkhate, Amol Madhav

Title:

Anomaly Detection in Electromechanical Systems using Symbolic Dynamics

Graduate Program:

Mechanical Engineering

Keywords:

structural health monitoring
symbolic dynamics
diagnostics
prognostics
electromechanical systems
pattern identification

File:

Download AMK-Dissertation.pdf

Committee Members:

Asok Ray, Committee Chair/Co-Chair
Eric Russell Marsh, Committee Member
Jeffrey Louis Schiano, Committee Member
Dr Qian Wang, Committee Member
Eric Keller, Committee Member

Author:

Keller, Eric Evans

Title:

REAL-TIME SENSING OF FATIGUE CRACK DAMAGE FOR INFORMATION-BASED DECISION AND CONTROL

Graduate Program:

Mechanical Engineering

Keywords:

damage
ultrasonic
fatigue crack

File:

Download thesis.pdf

Committee Members:

Donald Albert Koss, Committee Member
Asok Ray, Committee Chair/Co-Chair
Eric Russell Marsh, Committee Member
Shashi Phoha, Committee Member
Marc Carpino, Committee 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:

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