Search

Author:

Virani, Nurali

Title:

Learning Data-driven Models for Decision-making in Intelligent Physical Systems

Graduate Program:

Mechanical Engineering

Keywords:

data-driven modeling
statistical learning
density estimation
context learning
context-aware decision-making
pattern classification
multi-modal sensor fusion
sequential hypothesis testing
sequential learning
dynamic sensor selection
intelligent systems

File:

Download Nurali_Virani_Dissertation_2017.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Sean Brennan, Dissertation Advisor/Co-Advisor
Shashi Phoha, Committee Chair/Co-Chair
Minghui Zhu, Outside Member
Ji-Woong Lee, Special Member

Author:

Chattopadhyay, Pritthi

Title:

Data-Driven Modeling and Pattern Recognition of Dynamical Systems

Graduate Program:

Mechanical Engineering

Keywords:

data-driven modeling
time series analysis

File:

Download PhD_Dissertation_PritthiChattopadhyay.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Christopher Rahn, Committee Member
Minghui Zhu, Committee Member
Shashi Phoha, 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