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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:

Bhattacharya, Chandrachur

Title:

Frontiers in Data-driven Learning via Probabilistic Finite State Automata

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

Data-driven
Machine Learning
Time-series analysis
Combustion Instablity
Thermoacoustic Instability
Pattern Recognition
Reduced Order Modeling
Rijke tube
Probabilisitc Finite State Automata
Symbolic Time Series Analysis
Combustion dynamics
Combustion
Hidden Markov Model
LSTM
Projection PFSA
Chaos
Natural Circulation Loop
Crack detection
Online Learning
Transfer Learning
DDDAS
PFSA
STSA

File:

Download Dissertation_ChandrachurBhattacharya_Final.pdf

Committee Members:

Minghui Zhu, Outside Unit Member
Shashi Phoha, Outside Field Member
Daniel Haworth, Major Field Member
Achintya Mukhopadhyay, Special Member
Asok Ray, Chair & Dissertation Advisor
Daniel Haworth, Professor in Charge/Director of Graduate Studies

Author:

Bayiz, Yagiz

Title:

Wing Trajectory Optimization and Modelling for Flapping Flight

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

Bioinspired Robotics
Aerial Robotics
Locomotion
Flapping Flight
Optimization
Machine Learning

File:

Download YB_Dissertation.pdf

Committee Members:

Mark Maughmer, Outside Unit & Field Member
Hosam Fathy, Special Member
Bo Cheng, Chair & Dissertation Advisor
Xiang Yang, Major Field Member
Asok Ray, Major Field Member
Daniel Haworth, Professor in Charge/Director of Graduate Studies

Author:

Dharmadhikari, Susheel

Title:

Data-Driven Strategies for Engineering Design and Diagnostics

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

Fatigue Damage Detection
Machine Learning
Surrogate Modeling
Pin Fin Optimization

File:

Download Dissertation_Susheel_Dharmadhikari.pdf

Committee Members:

Amrita Basak, Chair & Dissertation Advisor
Christopher Kube, Outside Unit & Field Member
Eric Marsh, Major Field Member
Asok Ray, Major Field Member
Robert Kunz, Professor in Charge/Director of Graduate Studies