PML-UCF Publications Software Outreach Teaching Team

Principal Investigator


Felipe A. C. Viana, PhD
PML Principal Investigator
Assistant Professor

Dr. Viana's work is focused on the application of machine learning, Bayesian methods, uncertainty quantification, and multidisciplinary optimization to new designs and improvement of fielded products. Applications have ranged from aircraft propulsion, to power generation, to oil and gas systems, and healthcare. Over the years, his research has generated a number of peer reviewed publications and patents. He serves as Review Editor for the Structural and Multidisciplinary Optimization Journal and as reviewer in top journals and conferences.

Before joining UCF, Dr. Viana was a Sr. Scientist at GE Renewable Energy, where he led the development of state-of-the art computational methods for improving wind energy asset performance and reliability. Prior to moving to that role at GE, he spent five years at GE Research, where he led and conducted research on design and optimization under uncertainty, probabilistic analysis of engineering systems, and services engineering.

Researchers


Andre Von Zuben
PhD Student

Research: Anatomically-guided deep learning for ventricle geometry reconstruction using MR images


Augusto D. Marques
PhD Student

Research: Accelerating high-fidelity simulations with physics-informed neural networks and distributed computing


Kajetan Fricke
PhD Student

Research: Mission-specific prognosis of Li-ion batteries with hybrid physics-informed neural networks


Trevor Babb
UG Student

Research: Accelerated lifing test of Li-ion batteries and prognosis with hybrid physics-informed neural networks

Former Members


Renato Giorgiani Nascimento
2022 -- PhD Alumnus



Arinan De Piemonte Dourado
2021 -- PhD Alumnus



Yigit Anil Yucesan
2021 -- PhD Alumnus



Hao Wang
2020 -- Visiting Scholar