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Author:

Samsi, Rohan

Title:

A Probabilistic Framework for Fault Detection in Induction Motors

Graduate Program:

Electrical Engineering

Keywords:

anomaly detection
induction machines
drives
signal processing

File:

Download Main.pdf

Committee Members:

Jeffrey Scott Mayer, Committee Chair/Co-Chair
Asok Ray, Committee Chair/Co-Chair
Heath F Hofmann, Committee Member
Kon Well Wang, Committee Member

Author:

Chin, Shin Choong

Title:

REAL-TIME ANOMALY DETECTION IN COMPLEX DYNAMICAL SYSTEMS

Graduate Program:

Electrical Engineering

Keywords:

pattern recognition
signal processing
anomaly detection

File:

Download main.pdf

Committee Members:

Shashi Phoha, Committee Chair/Co-Chair
Jeffrey Scott Mayer, Committee Chair/Co-Chair
Asok Ray, Committee Member
Constantino Manuel Lagoa, Committee Member
John Metzner, Committee Member
Natarajan Gautam, Committee Member

Author:

Kocak, Fatih

Title:

Network Traffic Analysis: Anomaly Detection and Some Implications of Neutrality

Graduate Program:

Electrical Engineering

Keywords:

machine learning
anomaly detection
p-value
clustering
feature selection
network neutrality
game theory
caching
networks

File:

Download FatihKocak-Dissertation.pdf

Committee Members:

David Jonathan Miller, Dissertation Advisor/Co-Advisor
George Kesidis, Dissertation Advisor/Co-Advisor
Kenneth Jenkins, Committee Member
John F Doherty, Committee Member
Anna Cinzia Squicciarini, Committee Member

Author:

Okita, Noriaki

Title:

Development of a novel foot slip sensor algorithm

Graduate Program:

Mechanical Engineering

Keywords:

slip sensor
gait cycle detection
walking robot
stick-slip
stochastic state estimation
anomaly detection

File:

Download Nori_Okita_Dissertation.pdf

Committee Members:

Henry Joseph Sommer Iii, Dissertation Advisor/Co-Advisor
Henry Joseph Sommer Iii, Committee Chair/Co-Chair
Christopher Rahn, Committee Member
Stephen Jacob Piazza, Committee Member
Jacob Willem Langelaan, Committee Member
Jason Zachary Moore, Committee Member

Author:

Guo, Pinyao

Title:

Detection and Prevention: Toward Secure Mobile Robotic Systems

Graduate Program:

Information Sciences and Technology

Keywords:

secure mobile robotic system
cyber-physical system security
intrusion detection
anomaly detection
vehicle security
robot security
intrusion prevention

File:

Download pinyao-dissertation.pdf

Committee Members:

Peng Liu, Dissertation Advisor/Co-Advisor
Peng Liu, Committee Chair/Co-Chair
Anna Cinzia Squicciarini, Committee Member
Sencun Zhu, Committee Member
Minghui Zhu, 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:

Xiang, Zhen

Title:

Defense of Backdoor Attacks against Deep Neural Network Classifiers

Graduate Program:

Electrical Engineering

Keywords:

adversarial machine learning
backdoor attack
Trojan
backdoor defense
anomaly detection
point cloud
reverse-engineering

File:

Download dissertation_2.1.pdf

Committee Members:

George Kesidis, Major Field Member
Constantino Lagoa, Major Field Member
David Miller, Chair & Dissertation Advisor
Anna Squicciarini, Outside Unit & Field Member
Kultegin Aydin, Program Head/Chair

Author:

Shakerian, Shahrad

Title:

Digital Twin Enabled Facilities Maintenance Management through the Integration of Artificial Intelligence and Sensory-Level Data

Graduate Program:

Architectural Engineering

Keywords:

Facility maintenance
digital twins
machine learning
signal processing
failure prediction
early failure detection
anomaly detection

File:

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Committee Members:

Bill Sitzabee, Co-Chair & Dissertation Advisor
Somayeh Asadi, Major Field Member
Houtan Jebelli, Co-Chair & Dissertation Advisor
Asok Ray, Outside Unit & Field Member
Somayeh Asadi, Professor in Charge/Director of Graduate Studies