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Author:

Li, Yanlin

Title:

Investigation of meteors and their impact on the sodium layer in the mesosphere and lower thermosphere

Graduate Program:

Electrical Engineering (PHD)

Keywords:

meteor
atmospheric sodium layer
atmosphere chemistry
radar
radar signal processing
deep learning

File:

Download Thesis_v6.pdf

Committee Members:

Madhavan Swaminathan, Program Head/Chair
William Bristow, Outside Unit & Field Member
Qihou Zhou, Special Member
Tim Kane, Major Field Member
Julio Urbina, Chair & Co-Dissertation Advisr
Tai-Yin Huang, Major Field Member & Dissertation Advisor

Author:

Ma, Qiaochu

Title:

Learning topology optimization process for compliance minimization with data-driven method

Graduate Program:

Industrial Engineering (PHD)

Keywords:

topology optimization
deep learning
compliance minimization

File:

Download Learning_topology_optimization_process_for_compliance_minimization_with_data-driven_method.pdf

Committee Members:

Steven Landry, Program Head/Chair
Saurabh Basu, Co-Chair & Dissertation Advisor
Ed De Meter, Co-Chair, Dissertation Advisor and Minor Member
Ilya Kovalenko, Outside Field Member
Mary Frecker, Outside Unit Member

Author:

Bharadwaj, Skanda

Title:

Motion Estimation in Ultrasound Image Sequences: A Deep Learning Approach

Graduate Program:

Computer Science and Engineering

Keywords:

motion estimation
object tracking
ultrasound imaging
deep learning
Siamese networks
convolutional neural networks
Kalman Filter

File:

Download Skanda_Master_Thesis.pdf

Committee Members:

Mohamed Khaled Almekkawy, Thesis Advisor/Co-Advisor
William Evan Higgins, Committee Member
Robert Collins, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Kumar, Vikas

Title:

Improved Facial Expression Recognition Using Noisy Student Training and Synthetic Data Generation

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Facial expression recognition
student-teacher network
semisupervised learning
multi-level attention
Facial expression recognition student-teacher network
semisupervised learning multi-level attention
facial expression recognition
unsupervised learning
student teacher network
machine learning
deep learning
GAN
CNN

File:

Download Thesis.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Daniel Kifer, Thesis Advisor/Co-Advisor
C Lee Giles, Committee Member

Author:

Saha, Gourab

Title:

A Vision Towards Developing a Spatially And Temporally Robust Data-Driven Modeling Framework To Predict Continuous Stream Nitrate Concentration At Data-Scarce Locations

Graduate Program:

Agricultural and Biological Engineering (PHD)

Keywords:

LSTM
stream nitrate modeling
deep learning
machine learning
water quality
c-Q relationship

File:

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Committee Members:

Suat Irmak, Program Head/Chair
Long He, Major Field Member
Cibin Raj, Chair & Dissertation Advisor
Chaopeng Shen, Outside Field Member
Jonathan Duncan, Outside Unit & Field Member

Author:

Zhang, Lan

Title:

Applying machine learning and NLP techniques to Cyber Security: three selected studies

Graduate Program:

Informatics (PHD)

Keywords:

Malware detection
firmware emulation
deep learning

File:

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Committee Members:

Jeffrey Bardzell, Program Head/Chair
Peng Liu, Chair & Dissertation Advisor
Minghui Zhu, Outside Unit & Field Member
Suhang Wang, Major Field Member
Taegyu Kim, Major Field Member

Author:

Scott, Jesse

Title:

Dynamic Stability Monitoring of Complex Human Motion Sequences via Precision Computer Vision

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

image-based stability
deep learning
machine learning
Center of Mass
Base of Support
Center of Pressure
stability
balance
motion capture
foot pressure
video
human pose
Taiji
biomechanics
stability metrics
falls
computer vision

File:

Download CompositeResults-Subject1-Take3.mp4Download CompositeResults-Subject9-Take3.mp4Download CompositeResults-SingleView.mp4Download JesseScott-Dissertation-Final-12-12-22.pdf

Committee Members:

Yanxi Liu, Co-Chair & Dissertation Advisor
John Challis, Outside Unit & Field Member
Robert Collins, Co-Chair & Dissertation Advisor
Guohong Cao, Major Field Member
Chitaranjan Das, Program Head/Chair

Author:

Gerg, Isaac

Title:

Domain Enriched Machine Learning for Synthetic Aperture Sonar

Graduate Program:

Electrical Engineering (PHD)

Keywords:

machine learning
deep learning
sonar
autofocus
semantic segmentation
automatic target recogition
classification

File:

Download 2022_PhD_Thesis.pdf

Committee Members:

Alan Wagner, Outside Unit & Field Member
John Doherty, Major Field Member
Jing Yang, Major Field Member
Vishal Monga, Chair & Dissertation Advisor
Thomas F La Porta, Program Head/Chair

Author:

Guo, Wenbo

Title:

Explainable AI Techniques for Security

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

computer security
machine learning
explainable AI
deep learning

File:

Download Dissertation.pdf

Committee Members:

Mary Beth Rosson, Program Head/Chair
Lin Lin, Outside Unit & Field Member
Ting Wang, Co-Chair, Major Member & Dissertation Advisor
C Lee Giles, Major Field Member
Xinyu Xing, Co-Chair & Dissertation Advisor

Author:

Pang, Ren

Title:

Understanding and Mitigating Neural Backdoors

Graduate Program:

Informatics (PHD)

Keywords:

backdoor attack
deep learning
backdoor defense
AutoML
Neural Architecture Search

File:

Download main.pdf

Committee Members:

Xiang Zhang, Major Field Member
Fenglong Ma, Major Field Member
Ting Wang, Chair & Dissertation Advisor
Sencun Zhu, Outside Unit & Field Member
Dongwon Lee, Professor in Charge/Director of Graduate Studies