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Author:

Varshney, Amit

Title:

Optimization and control of multiscale process systems using model reduction: Application to thin-film growth

Graduate Program:

Chemical Engineering

Keywords:

Carleman Linearization
System Identification
Optimization
Dynamic Optimization
Modeling
Multiscale
Stochastic
Model Predictive Control
Receding Horizon Control
Thin film growth
Epitaxy

File:

Download mythesis.pdf

Committee Members:

Antonios Armaou, Committee Chair/Co-Chair
Costas D Maranas, Committee Member
Ali Borhan, Committee Member
Joan Marie Redwing, Committee Member
Andrew Zydney, Committee Member

Author:

Song, Jinseop

Title:

Modeling and Optimization of Welding Residual Stress

Graduate Program:

Mechanical Engineering

Keywords:

Plasticity
Finite element
Sensitivity
Optimization
Modeling
Residual stress

File:

Download thesis.pdf

Committee Members:

Panagiotis Michaleris, Committee Chair/Co-Chair
Richard C Benson, Committee Member
Ashok D Belegundu, Committee Member
Tarasankar Debroy, Committee Member

Author:

Kumar, Pramod

Title:

INFERALL: COORDINATED OPTIMIZATION FOR MACHINE LEARNING INFERENCE SERVING IN PUBLIC CLOUD

Graduate Program:

Computer Science and Engineering

Keywords:

ML Inference system
Machine learning in public cloud
Machine-learning-as-a-service (MLaaS)
Inference
Serving
Batching
Cloud
Serverless
Service Level Objective (SLO)
Cost-effective
Optimization
Modeling
Prediction
Machine learning inference

File:

Download Pramod_Kumar_Thesis.pdf

Committee Members:

Chitaranjan Das, Thesis Advisor/Co-Advisor
Mahmut Taylan Kandemir, Committee Member
Chitaranjan Das, Program Head/Chair
Bhuvan Urgaonkar, Committee Member