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Open Access

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

Open Access

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

Open Access

Author:: Widdowson, Denise
Title:: Computational Optimization of Material Properties via a Multi-Field-Assisted Additive Manufacturing Process
Graduate Program:: Mechanical Engineering (PHD)
Keywords:: Multifield Processing
Multiobjective Optimization
Machine Learning
AI
Magnetic Particle Composite
Computational Homogenization
Support Vector Regression
Magnetic Polymer Composites
Magnetoactive Elastomer
Inverse Materials Design Problem
Additive Manufacturing
Electromagnetic
Dielectric
Microarchitecture
File:: Download Denise_Widdowson_Dissertation.pdf
Committee Members:: Robert Francis Kunz, Professor in Charge/Director of Graduate Studies
Paris Vonlockette, Chair & Dissertation Advisor
Zoubeida Ounaies, Major Field Member
Allison Beese, Outside Unit & Field Member
Mary Frecker, Major Field Member

Open Access

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

Open Access

Author:: Mekki, Bashir
Title:: TOPOLOGY OPTIMIZATION OF MULTIFUNCTIONAL THERMAL MANAGAMENT SYSTEMS FOR AEROSPACE APPLICATION
Graduate Program:: Mechanical Engineering (PHD)
Keywords:: Topology Optimization
Heat Exchangers
Additive Manufacturing
CFD
Machine Learning
Experimental Testing
File:: Download BashirMekki_Dissertation_RevisedFinal.pdf
Committee Members:: Daniel Haworth, Professor in Charge/Director of Graduate Studies
Alexander Rattner, Major Field Member
Xiaofeng Liu, Outside Unit & Field Member
Stephen Lynch, Chair & Dissertation Advisor
Vikram Shyam, Special Member
Xiang Yang, Major Field Member

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