Knowledge-Based Learning of Nonlinear Dynamics and Chaos

7 October 2020

Papers citing "Knowledge-Based Learning of Nonlinear Dynamics and Chaos"

6 / 6 papers shown

Title
Learning Switching Port-Hamiltonian Systems with Uncertainty Quantification Thomas Beckers Tom Z. Jiahao George J. Pappas 31 2 0 15 May 2023
LEARNEST: LEARNing Enhanced Model-based State ESTimation for Robots using Knowledge-based Neural Ordinary Differential Equations K. Y. Chee M. A. Hsieh 28 3 0 16 Sep 2022
Investigating Compounding Prediction Errors in Learned Dynamics Models Nathan Lambert K. Pister Roberto Calandra AI4CE 16 27 0 17 Mar 2022
Learning continuous models for continuous physics Aditi S. Krishnapriyan A. Queiruga N. Benjamin Erichson Michael W. Mahoney AI4CE 26 33 0 17 Feb 2022
KNODE-MPC: A Knowledge-based Data-driven Predictive Control Framework for Aerial Robots K. Y. Chee Tom Z. Jiahao M. A. Hsieh 27 63 0 10 Sep 2021
Combining Machine Learning with Knowledge-Based Modeling for Scalable Forecasting and Subgrid-Scale Closure of Large, Complex, Spatiotemporal Systems Alexander Wikner Jaideep Pathak Brian Hunt M. Girvan T. Arcomano I. Szunyogh Andrew Pomerance Edward Ott AI4CE 64 70 0 10 Feb 2020