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Start Over Graduate Program Mechanical Engineering Committee Member Asok Ray

31. Data-Driven Modeling and Pattern Recognition of Dynamical Systems

open_access
Open Access
Author:
Chattopadhyay, Pritthi
Title:
Data-Driven Modeling and Pattern Recognition of Dynamical Systems
Graduate Program:
Mechanical Engineering
Keywords:
data-driven modeling
time series analysis
File:
Download PhD_Dissertation_PritthiChattopadhyay.pdf
Committee Members:
Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Christopher Rahn, Committee Member
Minghui Zhu, Committee Member
Shashi Phoha, Outside Member

33. Sequential Machine Learning for Decision-Making in Mechanical Systems

open_access
Open Access
Author:
Ghalyan, Najah
Title:
Sequential Machine Learning for Decision-Making in Mechanical Systems
Graduate Program:
Mechanical Engineering
Keywords:
symbolic dynamics
Hidden Markov Models
ergodicity
measure-preserving transformations
image classification
fatigue damage
thermoacoustic instabilities
probabilistic finite state automata
time series
bag-of-words
support vector machines
generating partition
quantization
lossy source coding
sliding block source coding
clustering
dynamic programming
Viterbi algorithm
anomaly detection
change point detection
transient change detection
quickest change detection
data-driven modeling
File:
Download PhD_Dissertation_Najah_Ghalyan.pdf
Committee Members:
Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Eric Russell Marsh, Committee Member
Alok Sinha, Committee Member
David Jonathan Miller, Outside Member
William Kenneth Jenkins, Outside Member
Shashi Phoha, Outside Member
Daniel Connell Haworth, Program Head/Chair

34. Modeling, Prediction and Control of Engineering Systems with Long Short-Term Memory

open_access
Open Access
Author:
Fu, Yiwei
Title:
Modeling, Prediction and Control of Engineering Systems with Long Short-Term Memory
Graduate Program:
Mechanical Engineering
Keywords:
Artificial Intelligence
Deep Learning
Robotics
Representation Learning
Autonomous Systems
Time Series
File:
Download YiweiFu-Dissertation.pdf
Committee Members:
Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Bo Cheng, Committee Member
Minghui Zhu, Outside Member
Shashi Phoha, Outside Member
Thomas Wettergren, Special Member
Daniel Connell Haworth, Program Head/Chair

35. Probabilistic Machine Learning for Advanced Engineering Design Optimization and Diagnostics

open_access
Open Access
Author:
Mondal, Sudeepta
Title:
Probabilistic Machine Learning for Advanced Engineering Design Optimization and Diagnostics
Graduate Program:
Mechanical Engineering
Keywords:
Machine learning
Combustion
Additive Manufacturing
Multi-Fidelity Modeling
Anomaly Detection
File:
Download PhD_Dissertation_Sudeepta.pdf
Committee Members:
Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Amrita Basak, Committee Chair/Co-Chair
Christopher D. Rahn, Committee Member
Achintya Mukhopadhyay, Special Member
Shashi Phoha, Outside Member
Daniel Connell Haworth, Program Head/Chair
Amrita Basak, Dissertation Advisor/Co-Advisor
Daniel Connell Haworth, Committee Member

36. deep learning approach to real time health monitoring for fatigue damage detection and classification

open_access
Open Access
Author:
Alqahtani, Hassan
Title:
deep learning approach to real time health monitoring for fatigue damage detection and classification
Graduate Program:
Mechanical Engineering
Keywords:
DEEP LEARNING
REAL-TIME HEALTH MONITORING
FATIGUE DAMAGE
CLASSIFICATION
DAMAGE DETECTION
File:
Download HASSAN_THESIS-9-2.pdf
Committee Members:
Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Bo Cheng, Committee Member
Eric Russell Marsh, Committee Chair/Co-Chair
Shashi Phoha, Outside Member
Daniel Connell Haworth, Program Head/Chair
Eric Russell Marsh, Dissertation Advisor/Co-Advisor