Neural Ordinary Differential Equations for Nonlinear System
Identification

Neural Ordinary Differential Equations for Nonlinear System Identification

28 February 2022

Papers citing "Neural Ordinary Differential Equations for Nonlinear System Identification"

11 / 11 papers shown

Title
Introducing Interval Neural Networks for Uncertainty-Aware System Identification Mehmet Ali Ferah Tufan Kumbasar 29 0 0 26 Apr 2025
Balanced Neural ODEs: nonlinear model order reduction and Koopman operator approximations Julius Aka Johannes Brunnemann Jörg Eiden Arne Speerforck Lars Mikelsons 38 0 0 14 Oct 2024
Robust Meta-Learning of Vehicle Yaw Rate Dynamics via Conditional Neural Processes Lars Ullrich Andreas Völz Knut Graichen 37 1 0 09 Jul 2024
Machine-Learned Closure of URANS for Stably Stratified Turbulence: Connecting Physical Timescales & Data Hyperparameters of Deep Time-Series Models Muralikrishnan Gopalakrishnan Meena Demetri Liousas Andrew D. Simin Aditya Kashi Wesley Brewer James J. Riley S. D. B. Kops AI4TS AI4CE 51 1 0 24 Apr 2024
SINDy vs Hard Nonlinearities and Hidden Dynamics: a Benchmarking Study Aurelio Raffa Ugolini Valentina Breschi Andrea Manzoni M. Tanelli 48 2 0 01 Mar 2024
Deep networks for system identification: a Survey G. Pillonetto Aleksandr Aravkin Daniel Gedon L. Ljung Antônio H. Ribeiro Thomas B. Schon OOD 42 37 0 30 Jan 2023
Operator inference with roll outs for learning reduced models from scarce and low-quality data W. I. Uy D. Hartmann Benjamin Peherstorfer AI4CE 27 15 0 02 Dec 2022
Learning Time Delay Systems with Neural Ordinary Differential Equations Xun Ji G. Orosz 43 6 0 28 Jun 2022
Constrained Block Nonlinear Neural Dynamical Models Elliott Skomski Soumya Vasisht Colby Wight Aaron Tuor Ján Drgoňa D. Vrabie AI4CE 37 15 0 06 Jan 2021
Lagrangian Neural Networks M. Cranmer S. Greydanus Stephan Hoyer Peter W. Battaglia D. Spergel S. Ho PINN 139 425 0 10 Mar 2020
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 283 1,401 0 01 Dec 2016