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Author:

Taher, Abdullah

Title:

Enhanced Synthetic Aperture Radar (SAR) Imaging of Moving Targets Using the Deterministic Annealing Probabilistic Multi-Hypothesis Tracker (DAPMHT) Approach

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Synthetic aperture radar (SAR)
Moving target imaging
Tracking
Extended targets imaging
Point targets imaging
Maneuvering target
DAPMHT/RDA algorithm
Motion parameters estimation
Focus image

File:

Download Abdullah_Dissertation.pdf

Committee Members:

Michael Lanagan, Outside Unit & Field Member
Ram Narayanan, Chair & Dissertation Advisor
Julio Urbina, Major Field Member
Vishal Monga, 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

Author:

Khan, Md Fahim

Title:

Constraint Driven Multimodal Edge Intelligence

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Quantization
Mixed Precision
Deep Learning
Online Learning
Quantization
Mixed Precision
Deep Learning
Computer Vision
Online Learning
ReRAM
Crossbar
Energy Harvesting
Power Predictor
Depth Completion
Generative Adversarial Networks
GAN
Image Compression
Sensor Sampling
Sparse Depth
Multimodal Sensing
Sensor Fusion
Sensor Failure
Robustness

File:

Download PSUThesis_Faysal.pdf

Committee Members:

Madhavan Swaminathan, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Mehrdad Mahdavi, Major Field Member
Hadi Hosseini, Outside Unit & Field Member
Siddharth Advani, Special Member

Author:

Nandakumar, Apoorva

Title:

Data-driven modeling, analysis and control of non-linear transient dynamics of microgrids

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Data-driven modeling
Sparse Identification
Microgrids
Model Predictive Control
Transient Dynamics
Unbalanced Operations
Deep Neural Networks

File:

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Committee Members:

Madhavan Swaminathan, Program Head/Chair
Minghui Zhu, Major Field Member
Bin Li, Major Field Member
Yan Li, Chair & Dissertation Advisor
Daning Huang, Outside Unit & Field Member
Nilanjan Ray Chaudhuri, Major Field Member