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Author:

Sarkar, Soumik

Title:

AUTONOMOUS PERCEPTION AND DECISION MAKING IN CYBER-PHYSICAL SYSTEMS

Graduate Program:

Mechanical Engineering

Keywords:

Machine learning
Fault diagnosis
Gas turbine engine
Network science

File:

Download soumik_thesis.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Alok Sinha, Committee Member
Shashi Phoha, Committee Member
Mark Levi, Committee Member
Jainendra Jain, Committee Member
Thomas Wettergren, Committee Member
Karen Ann Thole, Committee Member

Author:

Hauser, Michael B

Title:

Principles of Riemannian Geometry in Neural Networks

Graduate Program:

Mechanical Engineering

Keywords:

Neural networks
Algebraic geometry
Riemannian manifolds
Machine learning
Non-abelian gauge theories

File:

Download thesis-principles-riemannian.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Shashi Phoha, Committee Member
Daniel Connell Haworth, Committee Member
Kenneth Jenkins, Outside Member

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