Search Results for author: Daning Huang

Found 4 papers, 0 papers with code

Modal Analysis of Spatiotemporal Data via Multivariate Gaussian Process Regression

no code implementations19 Mar 2024 Jiwoo Song, Daning Huang

Modal analysis has become an essential tool to understand the coherent structure of complex flows.

regression

Learning Koopman Operators with Control Using Bi-level Optimization

no code implementations12 Jul 2023 Daning Huang, Muhammad Bayu Prasetyo, Yin Yu, Junyi Geng

The accurate modeling and control of nonlinear dynamical effects are crucial for numerous robotic systems.

Modularized Bilinear Koopman Operator for Modeling and Predicting Transients of Microgrids

no code implementations6 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 implementations18 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.

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