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

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 and Decision Optimization in Data-Driven Autonomous Systems

open_access
Open Access
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

3. 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

4. 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

5. 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