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Author:

Khademi, Aria

Title:

Excursions in Causal Data Science: Fairness, Causal Attribution, and Applications

Graduate Program:

Informatics (PHD)

Keywords:

Artificial Intelligence
Machine Learning
Causal Inference
Interpretable Machine Learning
Fairness
Health Care
Causal Attribution

File:

Download PhD_Dissertation_Aria_Khademi.pdf

Committee Members:

Daniel Susser, Major Field Member
Sarah Rajtmajer, Major Field Member
Vasant Honavar, Chair & Dissertation Advisor
Aleksandra Slavkovic, Outside Unit, Field & Minor Member
Mary Beth Rosson, Program Head/Chair

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

Author:

Perkinson, Kyle

Title:

Multi-Agent Deep Reinforcement Learning Applications to Capture the Flag-Style Scenarios

Graduate Program:

Mechanical Engineering (MS)

Keywords:

Machine Learning
Reinforcement Learning
Multi-Agent Reinforcement Learning

File:

Download ThesisFinal3_22.pdf

Committee Members:

Michael Roan, Thesis Advisor/Co-Advisor
Alfred Scott Lewis, Committee Member
Robert Francis Kunz, Program Head/Chair
Sara B Noss, Committee Member

Author:

Ren, Yong

Title:

Model Learning and Predictive Control of Laser Powder Bed Fusion

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

Laser Powder Bed Fusion
Machine Learning
Optimal Control
Finite Difference Method
Melt-Pool Geometry
Temperature Evolution

File:

Download Ren-Dissertation-V2.5.pdf

Committee Members:

Guhaprasanna Manogharan, Major Field Member
Qian Wang, Chair & Dissertation Advisor
Xiang Yang, Major Field Member
Robert Kunz, Professor in Charge/Director of Graduate Studies
Edward Reutzel, Outside Unit & Field Member

Author:

Muthumanickam, Naveen Kumar

Title:

Multidisciplinary Design Optimization Framework For Multi-Phase Building Design Process - Technology Demonstration Using Design Of Office Building And Robotically 3D Printed Habitat

Graduate Program:

Architecture (PHD)

Keywords:

Building Design Optimization
Multidisciplinary Design Optimization
Concurrent Engineering
Model and Simulation-Based Engineering
Metamodelling
Multifidelity modelling
Surrogate Modelling
Building Information Modelling (BIM)
Energy Modelling
Daylighting Simulation
Robotic Constructability
3D Printing
Additive Concrete deposition
Machine Learning

File:

Download Muthumanickam__NaveenKumar_Architecture_PhD_Dissertation_Final.pdf

Committee Members:

Timothy Simpson, Co-Chair & Dissertation Advisor
Jose Pinto Duarte, Co-Chair & Major Field Member
Lisa Iulo, Major Field Member
Gordon Warn, Outside Unit & Field Member
Loukas Kalisperis, Major Field Member
Somayeh Asadi, Program Head/Chair

Author:

Ayala, Harshita

Title:

Neural Embedded Optimization For Integrated Location and Routing Problems

Graduate Program:

Industrial Engineering (MS)

Keywords:

Location Routing Problems
Neural Networks
Machine Learning
Mixed Integer Programming

File:

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Committee Members:

Anirudh Subramanyam, Thesis Advisor/Co-Advisor
Soundar Kumara, Committee Member
Steven Landry, Program Head/Chair

Author:

Menon, Nandana

Title:

Composition-process-structure linkages in metal additive manufacturing

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

Metal additive manufacturing
Laser-Directed Energy Deposition
Melt pool modeling
Composition-process-structure linkages
Machine Learning

File:

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Committee Members:

Robert Kunz, Professor in Charge/Director of Graduate Studies
Amrita Basak, Chair & Dissertation Advisor
Saurabh Basu, Outside Unit & Field Member
Zoubeida Ounaies, Major Field Member
Chris Rahn, Major Field Member
Sudeepta Mondal, Special Member

Author:

Li, Zhaohui

Title:

Automated and Semi-Automated Assessment of STEM Reasoning Questions

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Automated Assessment
Machine Learning
Selective PredictionHuman-in-the-Loop
NLP
Education
Relation Networks
Contrastive Learning
Human-in-the-Loop
Selective Prediction

File:

Download ZhaohuiLI_thesis.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Dongwon Lee, Outside Unit & Field Member
Huijuan Xu, Major Field Member
Rui Zhang, Major Field Member
Rebecca Passonneau, Chair & Dissertation Advisor

Author:

Zhang, Cheng

Title:

In-situ Evaluation of Asphalt Pavement Modulus with Embedded Wireless Sensors: Data Collection, Processing, and Modeling

Graduate Program:

Civil Engineering (PHD)

Keywords:

Asphalt Pavement
Pavement Condition Evaluation
Embedded Sensor
Wireless MEMS
Empirical Mode Decomposition
Machine Learning
Traffic Speed Estimation
Dynamic Modulus Estimation

File:

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Committee Members:

Linbing Wang, Special Member
Shimin Liu, Outside Unit & Field Member
Hai Huang, Co-Chair & Dissertation Advisor
Mansour Solaimanian, Major Field Member
Shihui Shen, Co-Chair & Dissertation Advisor
Farshad Rajabipour, Program Head/Chair

Author:

Sell, Parker

Title:

Task Graph Based Mistake Detection in Instructional Videos

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Mistake Recognition
Machine Learning
Instructional Videos
Assembly Videos
Task Graph
Visual Recognition Network

File:

Download Parker_CSE_Thesis.pdf

Committee Members:

Huijuan Xu, Thesis Advisor/Co-Advisor
Rui Zhang, Committee Member
Chitaranjan Das, Program Head/Chair