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Author:

Duan, Yao

Title:

Design and Nanofabrication of Active and Multilayer Metaphotonic Devices

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Metaphotonics
Anti-Parity-Time Symmetry
Moiré Metasurfaces
Achromatic Metalens
Neural Networks
Integrated Metasurfaces

File:

Download Dissertation_Yao_Final_corrected.pdf

Committee Members:

Zhiwen Liu, Major Field Member
Mikael Rechtsman, Minor Field Member
Xin Ning, Outside Unit & Field Member
Xingjie Ni, Chair & Dissertation Advisor
Noel Giebink, Major Field Member
Kultegin Aydin, Program Head/Chair

Author:

Yazdani, Amirsaeed

Title:

Training-Robust Design of Deep Neural Networks for Imaging and Vision

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Computer Vision
Image Processing
Artificial Intelligence
Deep Learning
Neural Networks
Photoacoustic Target Localization
Image Relighting
Active Learning
Semantic Segmentation

File:

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Committee Members:

Madhavan Swaminathan, Program Head/Chair
Robert Collins, Major Field Member
William Higgins, Major Field Member
Houtan Jebelli, Outside Unit & Field Member
Vishal Monga, Chair & Dissertation Advisor

Author:

Navagato, Marc Dominic

Title:

Defect Identification in Dielectric and Composite Materials Using Noise-Based Microwave Nondestructive Testing Techniques

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Nondestructive Testing
Microwave Testing
Neural Networks
Dimensionality Reduction
Noise Radar
Noise Waveforms
Microwave Nondestructive Testing
Stacked Autoencoders
Anomaly Detection

File:

Download PhD_Dissertation_Navagato.pdf

Committee Members:

Michael Lanagan, Outside Unit & Field Member
Ram Narayanan, Chair & Dissertation Advisor
Julio Urbina, Major Field Member
David Jenkins, Major Field Member
Kultegin Aydin, Program Head/Chair

Author:

Saab, Samer

Title:

Investigation of Deep Neural Networks From Control and Optimization Perspectives

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Deep Learning
Neural Networks
Optimization
Control Theory
First-order Gradient Descent
Heavy-ball Optimizer
Recurrent Neural Networks
State-space Representations

File:

Download SamerSaabJr_Dissertation.pdf

Committee Members:

Minghui Zhu, Co-Chair & Dissertation Advisor
Shashi Phoha, Co-Chair of Committee
Puneet Singla, Outside Unit & Field Member
Nilanjan Ray Chaudhuri, Major Field Member
Asok Ray, Major Field Member & Dissertation Advisor
Kultegin Aydin, Program Head/Chair