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Author:

Shen, Zheng

Title:

Control-Oriented Modeling, State-Of-Charge, State-Of-Health, And Parameter Estimation Of Batteries

Graduate Program:

Mechanical Engineering

Keywords:

Battery
Ritz Method
State-Of-Charge (SOC)
State-Of-Health (SOH)
Parameter Estimation
Solid Phase Diffusivity

File:

Download ZhengDissertation_final.pdf

Committee Members:

Christopher Rahn, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Member
Constantino Manuel Lagoa, Committee Member
Donghai Wang, Committee Member

Author:

Jerath, Kshitij

Title:

Influential Subspaces in Self-organizing Multi-agent Systems

Graduate Program:

Mechanical Engineering

Keywords:

Self-organization
multi-agent system
influential subspace
traffic flow
statistical mechanics
intelligent vehicles

File:

Download PhD_-_Kshitij_Jerath_-_Influential_subspaces_in_self-organizing_multi-agent_systems.pdf

Committee Members:

Sean N Brennan, Dissertation Advisor/Co-Advisor
Asok Ray, Dissertation Advisor/Co-Advisor
Vikash Varun Gayah, Committee Member
Hosam Kadry Fathy, Committee Member

Author:

Fulghum, Matthew R

Title:

Turbulence Measurements in High-speed Wind Tunnels Using Focusing Laser Differential Interferometry

Graduate Program:

Mechanical Engineering

Keywords:

turbulence
optics
interferometry
FLDI
hypersonic
supersonic
wind tunnel

File:

Download Fulghum_dissertation_final_1dec2014.pdf

Committee Members:

Gary Stuart Settles, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Member
Philip John Morris, Committee Member
John Michael Cimbala, Committee Member

Author:

Sarkar, Soumalya

Title:

Hierarchical Symbolic Perception in Dynamic Data Driven Application Systems

Graduate Program:

Mechanical Engineering

Keywords:

Symbolic Dynamics
Data Driven
Hierarchical approach
Multi-scale analysis
Combustion Instability
Fault detection

File:

Download Dissertation_Soumalya_Sarkar_final.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Christopher Rahn, Committee Member
Daniel Connell Haworth, Committee Member
Shashi Phoha, Committee Member
Thomas Wettergren, Committee Member
Karen Ann Thole, Committee Member

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:

Gobert, Christian J

Title:

ONLINE DISCONTINUITY DETECTION IN METALLIC POWDER BED FUSION ADDITIVE MANUFACTURING PROCESSES USING VISUAL INSPECTION SENSORS AND SUPERVISED MACHINE LEARNING

Graduate Program:

Mechanical Engineering

Keywords:

Additive Manufacturing
Machine Learning
Powder Bed Fusion
Flaw Detection
Image Processing

File:

Download Gobert_Thesis-2017.pdf

Committee Members:

Asok Ray, Thesis Advisor/Co-Advisor
Shashi Phoha, Committee Member
Edward Reutzel, Committee Member
Guha Manogharan, Committee Member
Jan Petrich, Committee Member

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:

Xiong, Sihan

Title:

BAYESIAN NONPARAMETRIC MODELING OF CATEGORICAL DATA WITH APPLICATIONS TO DYNAMIC DATA-DRIVEN SYSTEMS

Graduate Program:

Mechanical Engineering

Keywords:

Bayesian nonparametric
Causal inference
Panel Data
Variational Inference
Sequential Classification
Information fusion

File:

Download thesis_submit.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Shashi Phoha, Committee Member
Christopher D. Rahn, Committee Member
Mark Levi, Outside Member

Author:

Hauser, Michael B

Title:

Principles of Riemannian Geometry in Neural Networks

Graduate Program:

Mechanical Engineering

Keywords:

Neural networks
Algebraic geometry
Riemannian manifolds
Machine learning
Non-abelian gauge theories

File:

Download thesis-principles-riemannian.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Shashi Phoha, Committee Member
Daniel Connell Haworth, Committee Member
Kenneth Jenkins, Outside Member