Phase Space Visualization and Neural Networks: Learning Hamiltonian Dynamics in the Duffing System

Published: 21 Apr 2025, Last Modified: 21 Apr 2025AI4X 2025 OralEveryoneRevisionsBibTeXCC BY 4.0
Keywords: Hamiltonian Neural Network;Hamiltonian System;Duffing Equation;Lagrangian Descriptors
TL;DR: Visualizing Phase Space Dynamics through Lagrangian Descriptors in Neural Networks Trained on Hamiltonian Systems
Confirmation Of Submission Requirements: I submit an abstract. It uses the template provided on the submission page and is no longer than 2 pages.
PDF: pdf
Submission Number: 113
Loading

OpenReview is a long-term project to advance science through improved peer review with legal nonprofit status. We gratefully acknowledge the support of the OpenReview Sponsors. © 2025 OpenReview