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3. Fuzzy Logic, Neural Networks and Statistical Classifiers for the Detection and Classification of Control Valve Blockages

open_access
Open Access
Author:
Roemer, Michael Richard
Title:
Fuzzy Logic, Neural Networks and Statistical Classifiers for the Detection and Classification of Control Valve Blockages
Graduate Program:
Mechanical Engineering
Keywords:
neural network
fuzzy logic
statistical classifier
condition-based maintenance
cbm
support vector machines
discriminant analysis
k-nearest-neighbor
vibration
diagnostics
rotary valve
process control valve
control valve
blockage
valve blockage
File:
Download Roemer_ThesisFinal.pdf
Committee Members:
Christopher Rahn, Thesis Advisor/Co-Advisor
Karl Reichard, Thesis Advisor/Co-Advisor

4. Sequential Machine Learning for Decision-Making in Mechanical Systems

open_access
Open Access
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