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Author:

Bhattacharya, Chandrachur

Title:

Frontiers in Data-driven Learning via Probabilistic Finite State Automata

Graduate Program:

Mechanical Engineering

Keywords:

Data-driven
Machine Learning
Time-series analysis
Combustion Instablity
Thermoacoustic Instability
Pattern Recognition
Reduced Order Modeling
Rijke tube
Probabilisitc Finite State Automata
Symbolic Time Series Analysis
Combustion dynamics
Combustion
Hidden Markov Model
LSTM
Projection PFSA
Chaos
Natural Circulation Loop
Crack detection
Online Learning
Transfer Learning
DDDAS
PFSA
STSA

File:

Download Dissertation_ChandrachurBhattacharya_Final.pdf

Committee Members:

Minghui Zhu, Outside Unit Member
Shashi Phoha, Outside Field Member
Daniel Haworth, Major Field Member
Achintya Mukhopadhyay, Special Member
Asok Ray, Chair & Dissertation Advisor
Daniel Haworth, Professor in Charge/Director of Graduate Studies

Author:

Khan, Md Fahim

Title:

Constraint Driven Multimodal Edge Intelligence

Graduate Program:

Electrical Engineering

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