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Start Over Year 2021 Committee Member Soundar Kumara

1. Stochastic and Dynamic Network Analytics

open_access
Open Access
Author:
Meyers, Adam
Title:
Stochastic and Dynamic Network Analytics
Graduate Program:
Industrial Engineering (PHD)
Keywords:
dynamical networks
resilience engineering
nonlinear time series analysis
quality control
File:
Download Meyers_Dissertation_Final_v2.pdf
Committee Members:
Soundar Kumara, Major Field Member
Hui Yang, Chair & Dissertation Advisor
Reka Albert, Outside Unit & Field Member
Steven Landry, Program Head/Chair
Jing Yang, Outside Field Member

3. Machine Learning in Cardiac Diseases - Comparison of Performance of Selected Algorithms

open_access
Open Access
Author:
Lee, Beom Ki
Title:
Machine Learning in Cardiac Diseases - Comparison of Performance of Selected Algorithms
Graduate Program:
Industrial Engineering (MS)
Keywords:
Machine Learning
Healthcare
Classification
Supervised Learning
Prediction
Data Analysis
Data Science
Cardiovascular
File:
Download BKLEE_Thesis_FinalDraft.pdf
Committee Members:
Steven James Landry, Program Head/Chair
Soundar Kumara, Thesis Advisor/Co-Advisor
Paul Griffin, Committee Member

5. STATE-OF-THE-ART DEEP LEARNING FOR MULTI-PRODUCT INTERMITTENT TIME SERIES FORECASTING

open_access
Open Access
Author:
Raval, Ronish Samir
Title:
STATE-OF-THE-ART DEEP LEARNING FOR MULTI-PRODUCT INTERMITTENT TIME SERIES FORECASTING
Graduate Program:
Industrial Engineering (MS)
Keywords:
Time Series
Forecasting
Deep Learning
Statistical Analysis
File:
Download Thesis_MSIE_Ronish_Samir_Raval.pdf
Committee Members:
Robert Voigt, Program Head/Chair
Soundar Kumara, Thesis Advisor/Co-Advisor
Saurabh Basu, Committee Member

6. Online Maintenance Prioritization via Monte Carlo Tree Search and Case-based Reasoning in Complex Manufacturing Systems

open_access
Open Access
Author:
Hoffman, Michael L
Title:
Online Maintenance Prioritization via Monte Carlo Tree Search and Case-based Reasoning in Complex Manufacturing Systems
Graduate Program:
Industrial Engineering (PHD)
Keywords:
maintenance optimization
condition-based maintenance
case-based reasoning
optimization via simulation
discrete event simulation
predictive maintenance
monte carlo tree search
artificial intelligence
File:
Download hoffman_dissertation.pdf
Committee Members:
Soundar Kumara, Co-Chair, Major Member & Dissertation Advisor
Russell Barton, Outside Unit & Field Member
Daniel Finke, Major Field Member
Michael Brundage, Special Member
Steven Landry, Program Head/Chair
Eunhye Song, Co-Chair & Dissertation Advisor

7. Equitable Food Distribution - Modeling and Analysis of Food Banks Supply Chains Using Machine Learning and Recurrent Optimization-basedSimulation

open_access
Open Access
Author:
Alotaik, Osama
Title:
Equitable Food Distribution - Modeling and Analysis of Food Banks Supply Chains Using Machine Learning and Recurrent Optimization-basedSimulation
Graduate Program:
Industrial Engineering (PHD)
Keywords:
food banks
supply chains
machine learning
simulation
food assistance
equitable distribution
File:
Download Osama_final_thesis.pdf
Committee Members:
Soundar Kumara, Chair & Dissertation Advisor
Eunhye Song, Major Field Member
Saurabh Basu, Major Field Member
Edward Jaenicke, Outside Unit & Field Member
Steven Landry, Program Head/Chair

8. Data-driven Service Optimization and Quality Management in Cyber-physical Manufacturing Systems

open_access
Open Access
Author:
Chen, Ruimin
Title:
Data-driven Service Optimization and Quality Management in Cyber-physical Manufacturing Systems
Graduate Program:
Industrial Engineering (PHD)
Keywords:
Additive Manufacturing
Quality Management
Machine Learning
Service Optimization
File:
Download Ruimin_Dissertation_FINAL_0730.pdf
Committee Members:
Edward Reutzel, Outside Unit & Field Member
Soundar Kumara, Major Field Member
Timothy Simpson, Major Field Member
Hui Yang, Chair & Dissertation Advisor
Steven Landry, Program Head/Chair
Yan Lu, Special Member

9. Statistical and Computational Electromagnetic Approaches for the Feature Extraction of Buried Targets in Ground Penetrating Radar Imaging

open_access
Open Access
Author:
Idriss, Zacharie
Title:
Statistical and Computational Electromagnetic Approaches for the Feature Extraction of Buried Targets in Ground Penetrating Radar Imaging
Graduate Program:
Electrical Engineering (PHD)
Keywords:
Radar
Radar Imaging
Ground Penetrating Radar
Computational Electromagnetics
Feature Extraction
Waveform Design
Mutual Information
Matched Illumination
Compound Gaussian
File:
Download PhD_Disseration_Rev.pdf
Committee Members:
Soundar Kumara, Outside Unit & Field Member
Ram Narayanan, Chair & Dissertation Advisor
Tim Kane, Major Field Member
Raghu Raj, Special Member
Jesse Barlow, Major Field Member
Kultegin Aydin, Program Head/Chair

10. Resilience, Vulnerability, and Fragility of the United States Supply Chains

open_access
Open Access
Author:
Gomez Sanchez, Michael Josue
Title:
Resilience, Vulnerability, and Fragility of the United States Supply Chains
Graduate Program:
Civil Engineering (PHD)
Keywords:
Resilience
Supply chain
Food systems
Network cascade model
Input-Output model
Food security
File:
Download Dissertation_MichaelGomez_FINAL3.pdf
Committee Members:
Soundar Kumara, Outside Field Member
James Shortle, Outside Unit Member
Alfonso Mejia, Chair & Dissertation Advisor
Caitlin Grady, Major Field Member
Patrick Fox, Program Head/Chair