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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:

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