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Author:

Ajayi, Oluwadamilola

Title:

Explainable AI (XAI) for Fault Detection and Classification in Microgrids Using a Real-time Simulation Framework

Graduate Program:

Electrical Engineering (MS)

Keywords:

power systems protection
fault analysis
machine learning
real-time simulation
microgrid modeling

File:

Download Oluwadamilola_Ajayi_Thesis.pdf

Committee Members:

Peter Idowu, Thesis Advisor/Co-Advisor
Md Habib Ullah, Thesis Advisor/Co-Advisor
Rafic Bachnak, Professor in Charge/Director of Graduate Studies
Aldo W Morales, Committee Member

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:

Barber, Nathan

Title:

Expanding the Range of Hydropower Schedules to Maximize Nuclear and Hydro Generation: Machine Learning Techniques for Practical Sensitivity Analysis

Graduate Program:

Civil Engineering (MS)

Keywords:

hydropower
nuclear
sensitivity analysis
ensembles
machine learning
clustering
hydrodynamic model
ANOVA

File:

Download Barber_Thesis_Final.pdf

Committee Members:

Alfonso Ignacio Mejia, Thesis Advisor/Co-Advisor
Steven J Greybush, Committee Member
Farshad Rajabipour, Program Head/Chair
Xiaofeng Liu, Committee Member

Author:

Struble, Nathan

Title:

Machine learning navigation solutions using unscented filters

Graduate Program:

Aerospace Engineering (MS)

Keywords:

machine learning
kalman filtering
visual odometry

File:

Download Thesis_nate-3.pdf

Committee Members:

Jacob Langelaan, Professor in Charge/Director of Graduate Studies
Simon W Miller, Thesis Advisor/Co-Advisor
Daning Huang, Committee Member
Jay Dean Martin, Committee Member

Author:

Wood, Noah

Title:

Fusion of SAR and Electrooptical Imagery for Vehicle Classification Using Neural Networks

Graduate Program:

Electrical Engineering (MS)

Keywords:

machine learning
data fusion
sar
variability

File:

Download NoahWood_MSthesis.pdf

Committee Members:

Kultegin Aydin, Program Head/Chair
Ram Mohan Narayanan, Thesis Advisor/Co-Advisor
David Marion Jenkins, Jr., Committee Member

Author:

Sengupta, Agnimitra

Title:

Evaluating the Reliability of Automatically Generated Pedestrian and Bicycle Crash Surrogates

Graduate Program:

Civil Engineering (MS)

Keywords:

traffic safety
transportation engineering
vulnerable road user
pedestrian safety
bicycle safety
machine learning
statistical modeling
imbalanced data
surrogate safety measures
traffic conflict analysis
Bayesian optimization

File:

Download PSU_MS_Agnimitra_Sengupta.pdf

Committee Members:

S. Ilgin Guler, Thesis Advisor/Co-Advisor
Vikash V. Gayah, Committee Member
Patrick Fox, Program Head/Chair
Xianbiao Hu, Committee Member

Author:

Arguijo, Juan

Title:

Vision system for the detection of apples in the green fruit stage

Graduate Program:

Agricultural and Biological Engineering (MS)

Keywords:

apple
green fruit
vision system
machine learning
detections

File:

Download Arguijo_Juan_MS-Thesis.pdf

Committee Members:

Paul Heinz Heinemann, Thesis Advisor/Co-Advisor
Long He, Committee Member
Suat Irmak, Program Head/Chair
Shirin Ghatrehsamani, Committee Member
Vishal Monga, Committee Member

Author:

Edmunds, Brandon

Title:

Fisher Information for Private Training of Machine Learning Models

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

machine learning
privacy
fisher information

File:

Download Fisher_Information_for_Private_Training_of_Machine_Learning_Models.pdf

Committee Members:

Mehrdad Mahdavi, Thesis Advisor/Co-Advisor
Kiwan Maeng, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Dasu, Vishnu

Title:

Mitigating Unfairness In Deep Learning

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

machine learning
fairness
software engineering
deep learning

File:

Download MS_Thesis_PSU__Final_.pdf

Committee Members:

G. Gary Tan, Thesis Advisor/Co-Advisor
Shagufta Mehnaz, Committee Member
Chitaranjan Das, Program Head/Chair