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1. Frontiers in Data-driven Learning via Probabilistic Finite State Automata

open_access
Open Access
Author:
Bhattacharya, Chandrachur
Title:
Frontiers in Data-driven Learning via Probabilistic Finite State Automata
Graduate Program:
Mechanical Engineering
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

2. Remote Sensing Observations and Modeling of Volcano Flank Instability

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Restricted (Penn State Only)
Author:
Gonzalez Santana, Judit
Title:
Remote Sensing Observations and Modeling of Volcano Flank Instability
Graduate Program:
Geosciences
Keywords:
InSAR
Time-series analysis
Numerical modeling
Volcano deformation
Flank instability
Satellite remote sensing
File:
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Committee Members:
Donald Fisher, Program Head/Chair
Charles Ammon, Major Field Member
Reuben Kraft, Outside Unit & Field Member
Derek Elsworth, Major Field Member
Christelle Wauthier, Chair & Dissertation Advisor