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Author:

Singh, Dheeraj Sharan

Title:

DETECTION, ESTIMATION, AND CHARACTERIZATION OF FATIGUE DAMAGE IN POLYCRYSTALLINE-ALLOY STRUCTURES

Graduate Program:

Mechanical Engineering

Keywords:

Surface Deformation
Ultrasonic NonDestructive Evaluation
Structural Health Monitoring
Condition Monitoring
Remaining Life Estimation
Pattern Recognition
Fatigue Damage Diagnosis

File:

Download DheerajSharanSingh-Dissertation.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Alok Sinha, Committee Member
Matthew M Mench, Committee Member
Jeffrey Scott Mayer, Committee Member
Shashi Phoha, Committee Member
Shalabh Gupta, Committee Member

Author:

Mallapragada, Goutham

Title:

A language theoretic framework for decision and control of autonomous systems

Graduate Program:

Mechanical Engineering

Keywords:

Robotics
Language Measure
Discrete-Event Systems
Path Planning
Navigation
Symbolic Dynamics
Pattern Recognition

File:

Download Goutham-Dissertation.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Alok Sinha, Committee Member
William Kenneth Jenkins, Committee Member
Joseph Francis Horn, Committee Member
Ishanu Chattopadhyay, Committee Member

Author:

Rao, Chinmay R

Title:

DATA-DRIVEN PATTERN IDENTIFICATION IN COMPLEX SYSTEMS USING SYMBOLIC DYNAMIC FILTERING

Graduate Program:

Electrical Engineering

Keywords:

Parameter estimation
Symbolic Dynamic Filtering
Pattern Recognition

File:

Download CRRDissertation.pdf

Committee Members:

Asok Ray, Committee Chair/Co-Chair
Shashi Phoha, Committee Member
Joseph Francis Horn, Committee Member
Jeffrey Mayer, Committee Member
Kenneth Jenkins, Committee Chair/Co-Chair

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

Author:

Das, Suhrid

Title:

Physically Enriched Neural Networks For Industrial Metal Detection

Graduate Program:

Electrical Engineering

Keywords:

Deep Learning
Machine Learning
Domain-enriched Machine Learning
Metal Detection
Digital Signal Processing
Pattern Recognition
Detection
Classification
Product Signal Adaptation
Artificial Intelligence
Time Series Classification

File:

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Committee Members:

Vishal Monga, Thesis Advisor/Co-Advisor
Ram Mohan Narayanan, Committee Member
Madhavan Swaminathan, Program Head/Chair
Ankit Tyagi, Special Signatory