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Author:

Hadka, David M

Title:

Robust, Adaptable Many-Objective Optimization: The Foundations, Parallelization and Application of the Borg MOEA

Graduate Program:

Computer Science and Engineering

Keywords:

borg
moea
multiobjective
optimization
many-objective
evolutionary
algorithm

File:

Download Hadka_Dissertation_Final.pdf

Committee Members:

Patrick M Reed, Dissertation Advisor/Co-Advisor
Kamesh Madduri, Committee Chair/Co-Chair
Sofya Raskhodnikova, Committee Member
Soundar Kumara, Committee Member
Timothy William Simpson, Committee Member
Mark Thomas Traband, Committee Member

Author:

Putcha, Venkataramana B

Title:

INTEGRATION OF NUMERICAL AND MACHINE LEARNING PROTOCOLS FOR COUPLED RESERVOIR-WELLBORE MODELS: A STUDY FOR GAS LIFT OPTIMIZATION

Graduate Program:

Energy and Mineral Engineering

Keywords:

numerical simulation
machine learning
gas lift
neural networks
petroleum
production
optimization

File:

Download Venkat_Dissertation_Final.pdf

Committee Members:

Turgay Ertekin, Dissertation Advisor/Co-Advisor
Turgay Ertekin, Committee Chair/Co-Chair
Eugene C Morgan, Committee Member
Kamesh Madduri, Committee Member
Sridhar Anandakrishnan, Outside Member

Author:

Zhan, Hongyuan

Title:

Temporal and Structural Machine Learning from Transportation Data

Graduate Program:

Computer Science and Engineering

Keywords:

machine learning
time series prediction
optimization
intelligent transportation
structural learning

File:

Download HyZhanDissertation.pdf

Committee Members:

Kamesh Madduri, Dissertation Advisor/Co-Advisor
Kamesh Madduri, Committee Chair/Co-Chair
Jesse Louis Barlow, Committee Member
Wang-Chien Lee, Committee Member
Necdet S Aybat, Outside Member
Kesheng Wu, Special Member
Xiaoye Sherry Li, Special Member
Gabriel Gomes, Special Member