Civil and Systems Engineering Seminar Series: Ján Drgoňa

Description

Ján Drgoňa, associate professor in the Department of Civil and Systems Engineering at Johns Hopkins, will give a talk titled "Scientific Machine Learning for Modeling and Control of Energy Systems" for the Department of Civil and Systems Engineering.

Abstract:

This talk presents a scientific machine learning perspective (SciML) on modeling, optimization, and control of energy systems. Specifically, we will discuss the opportunity to develop a unified SciML framework for modeling dynamical systems, learning to optimize, and learning to control methods. We demonstrate the application of these emerging SciML methods in a range of engineering case studies, including modeling of networked dynamical systems, building control, and dynamic economic dispatch problem in power systems.