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Author:

Li, Yue

Title:

ADAPTIVE INFORMATION EXTRACTION FROM COMPLEX SYSTEMS VIA SYMBOLIC TIME SERIES ANALYSIS

Graduate Program:

Mechanical Engineering

Keywords:

Symbolic time series analysis
Hidden Markov modeling
Pattern recognition
Finite-state Automaton
Information Fusion
Sensor Networks
Battery SOC estimation
Battery SOH estimation
Recursive Bayes Filter
Image processing

File:

Download YueLi-Dissertation.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Christopher Rahn, Committee Member
Hosam Kadry Fathy, Committee Member
Shashi Phoha, Outside Member
Minghui Zhu, Outside Member
Thomas Wettergren, Committee Member

Author:

Jha, Devesh Kumar

Title:

Learning and Decision Optimization in Data-Driven Autonomous Systems

Graduate Program:

Mechanical Engineering

Keywords:

Autonomous Systems
Machine Learning
Markov Modeling
Combustion Instability
Decision Making
Motion Planning

File:

Download Devesh-Dissertation.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Christopher Rahn, Committee Member
Thomas Wettergren, Committee Member
Minghui Zhu, Outside Member
Jan Severin Reimann, Outside Member
Abhishek Srivastav, 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