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Start Over Graduate Program Mechanical Engineering Committee Member Asok Ray Committee Member Minghui Zhu Committee Member Shashi Phoha

1. ADAPTIVE INFORMATION EXTRACTION FROM COMPLEX SYSTEMS VIA SYMBOLIC TIME SERIES ANALYSIS

open_access
Open Access
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

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

open_access
Open Access
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

3. Data-Driven Modeling and Pattern Recognition of Dynamical Systems

open_access
Open Access
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

4. Modeling, Prediction and Control of Engineering Systems with Long Short-Term Memory

open_access
Open Access
Author:
Fu, Yiwei
Title:
Modeling, Prediction and Control of Engineering Systems with Long Short-Term Memory
Graduate Program:
Mechanical Engineering
Keywords:
Artificial Intelligence
Deep Learning
Robotics
Representation Learning
Autonomous Systems
Time Series
File:
Download YiweiFu-Dissertation.pdf
Committee Members:
Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Bo Cheng, Committee Member
Minghui Zhu, Outside Member
Shashi Phoha, Outside Member
Thomas Wettergren, Special Member
Daniel Connell Haworth, Program Head/Chair