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Author:

Tang, Kaizhi

Title:

MULTI-AGENT AND MARKET BASED DYNAMIC OPTIMIZATION AND ITS EXTENSIONS TO DISTRIBUTED SUPPLY CHAIN PROCUREMENT PLANNING PROBLEMS

Graduate Program:

Industrial Engineering

Keywords:

double auction
market mechanism
supply chain procurement
transportation planning
multi-agent system
contingency planning
reinforcement learning
meta-heuristic
variable neighborhood search
dynamic optimization
distributed heuristic
multi-stage game
evolutionary method
fictitious playing
evolutionary stable strategy

File:

Download PhDThesis.pdf

Committee Members:

Soundar Rajan Tirupatikumara, Committee Chair/Co-Chair
Kalyan Chatterjee, Committee Member
Natarajan Gautam, Committee Member
Ernest Emory Enscore Jr., Committee Member

Author:

Wang, Hongjian

Title:

Ubran Computing with Mobility Data: a Unified Approach

Graduate Program:

Information Sciences and Technology

Keywords:

urban computing
graph embedding
data mining
mobility data
spatial non-stationary
geographically weighted regression
reinforcement learning
MCMC

File:

Download Hongjian-disertation.pdf

Committee Members:

Dr. Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
C. Lee Giles, Committee Member
Anna Squicciarini, Committee Member
Daniel Kifer, Outside Member

Author:

Davis, Steven

Title:

Maritime Navigation and Contact Avoidance through Reinforcement Learning

Graduate Program:

Computer Science and Engineering

Keywords:

reinforcement learning
machine learning
maritime
unmanned underwater vehicle
autonomous underwater vehicle
q learning
navigation
autonomous

File:

Download Davis_MS_Thesis_Final.pdf

Committee Members:

Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Phillip Sustersic, Jr., Thesis Advisor/Co-Advisor

Author:

Hackett, Timothy Michael

Title:

Applying artificial intelligence to space communications networks: Cognitive real-time link layer adaptations through rapid orbit planning

Graduate Program:

Electrical Engineering

Keywords:

artificial neural networks
neural networks
modulation
encoding
cognitive radio
space communications
machine learning
reinforcement learning
scheduling
block scheduling
demand access scheduling
beacon tone
network simulation
coverage statistics
mean pass time
mean gap time
max gap time
mean passes per day
artificial intelligence
software-defined radio
Deep Space Network

File:

Download Hackett-Dissertation_Final.pdf

Committee Members:

Sven G Bilen, Dissertation Advisor/Co-Advisor
Sven G Bilen, Committee Chair/Co-Chair
Julio Urbina, Committee Member
Viveck Ramesh Cadambe, Committee Member
Mark P Mahon, Outside Member
Alexander M. Wyglinski, Special Member

Author:

Bird, John Joseph

Title:

Atmospherically Aware Aircraft Guidance Using In Situ Observations

Graduate Program:

Aerospace Engineering

Keywords:

UAV
drone
atmospherically aware
autonomy
reinforcement learning
flight planning
soaring

File:

Download bird_dissertation.pdf

Committee Members:

Jacob Willem Langelaan, Dissertation Advisor/Co-Advisor
Jacob Willem Langelaan, Committee Chair/Co-Chair
Mark David Maughmer, Committee Member
Sean N Brennan, Committee Member
George Spencer Young, Outside Member

Author:

Wei, Hua

Title:

Deep Reinforcement Learning for Traffic Signal Control

Graduate Program:

Information Sciences and Technology

Keywords:

reinforcement learning
traffic signal control
urban computing

File:

Download PSUThesis_Hua__5_.pdf

Committee Members:

Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
C Lee Giles, Committee Member
Xiang Zhang, Committee Member
Vikash Varun Gayah, Outside Member
Mary Beth Rosson, Program Head/Chair

Author:

Ng, Matthew

Title:

Optimization of Central Pattern Generator Parameters in a Simulated Undulatory Fish Robot

Graduate Program:

Mechanical Engineering

Keywords:

central pattern generation
reinforcement learning
physical simulator
optimization

File:

Download Thesis_Final.pdf

Committee Members:

Bo Cheng, Thesis Advisor/Co-Advisor
Anne Elizabeth Martin, Committee Member
Daniel Connell Haworth, Program Head/Chair

Author:

Julaiti, Juxihong

Title:

Manufacturing Systems Modeling and Analysis

Graduate Program:

Industrial Engineering

Keywords:

stochastic scheduling
job shop scheduling
optimal control
reinforcement learning

File:

Download Dissertation_Juxihong_Julaiti.pdf

Committee Members:

Soundar Rajan Tirupatikumara, Dissertation Advisor/Co-Advisor
Guodong Pang, Committee Chair/Co-Chair
Eunhye Song, Committee Member
Vasant Gajanan Honavar, Outside Member
Bicheng Chen, Special Member
Steven James Landry, Program Head/Chair
Soundar Rajan Tirupatikumara, Committee Chair/Co-Chair
Guodong Pang, Dissertation Advisor/Co-Advisor

Author:

Kovarskiy, Jacob

Title:

Real-time Spectral Prediction and Metacognition for Spectrum Sharing Radar

Graduate Program:

Electrical Engineering

Keywords:

cognitive radar
spectrum sharing
spectrum prediction
software defined radio
radio frequency interference
metacognition
reinforcement learning
multi-armed bandits

File:

Download Kovarskiy_thesis_v5_wVita.pdf

Committee Members:

Ram Mohan Narayanan, Dissertation Advisor/Co-Advisor
Ram Mohan Narayanan, Committee Chair/Co-Chair
Timothy Joseph Kane, Committee Member
Julio Urbina, Committee Member
Karl Martin Reichard, Outside Member
Anthony F. Martone, Special Member
Kultegin Aydin, Program Head/Chair

Author:

Agrawal, Akash

Title:

Towards computationally efficient reinforcement learning frameworks for the design of cyber-physical systems

Graduate Program:

Engineering Design

Keywords:

computational efficiency
engineering design
reinforcement learning
design automation
cyber-physical systems

File:

Download Thesis_Akash_Agrawal_7_8_2021.pdf

Committee Members:

Scarlett Miller, Program Head/Chair
Chris Mc Comb, Thesis Advisor/Co-Advisor
Matthew B Parkinson, Committee Member

Author:

Yuan, Zhenyuan

Title:

Safe machine learning for intelligent multi-robot systems

Graduate Program:

Electrical Engineering

Keywords:

Machine learning
Multi-robot systems
distributed learning
reinforcement learning
safe machine learning
Gaussian process regression
motion planning
generalization
learning and control

File:

Download ZhenyuanYuan-Dissertation.pdf

Committee Members:

Madhavan Swaminathan, Program Head/Chair
Minghui Zhu, Chair & Dissertation Advisor
Alan Wagner, Outside Unit & Field Member
Constantino Lagoa, Major Field Member
Ying Sun, Major Field Member

Author:

Hung, Hui Ju

Title:

Algorithms and models toward novel graph problems and applications

Graduate Program:

Computer Science and Engineering

Keywords:

Network intervention
optimization algorithms
social networks
graph optimization problem
network intervention
social network
reinforcement learning
transfer learning
node representation

File:

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Committee Members:

Sy-Miin Chow, Outside Unit & Field Member
Ting He, Major Field Member
Wang-Chien Lee, Co-Chair & Dissertation Advisor
Sencun Zhu, Major Field Member
Zhen Lei, Co-Chair of Committee
Chitaranjan Das, Program Head/Chair