Modularized Bilinear Koopman Operator for Modeling and Predicting Transients of Microgrids

no code implementations • 6 May 2022 • Xinyuan Jiang, Yan Li, Daning Huang

Modularized Koopman Bilinear Form (M-KBF) is presented to model and predict the transient dynamics of microgrids in the presence of disturbances.

PIDGeuN: Graph Neural Network-Enabled Transient Dynamics Prediction of Networked Microgrids Through Full-Field Measurement

no code implementations • 18 Apr 2022 • Yin Yu, Xinyuan Jiang, Daning Huang, Yan Li

A Physics-Informed Dynamic Graph Neural Network (PIDGeuN) is presented to accurately, efficiently and robustly predict the nonlinear transient dynamics of microgrids in the presence of disturbances.