Constrained Block Nonlinear Neural Dynamical Models

Constrained Block Nonlinear Neural Dynamical Models

American Control Conference (ACC), 2021

6 January 2021

Elliott Skomski

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Papers citing "Constrained Block Nonlinear Neural Dynamical Models"

9 / 9 papers shown

Title
DeepKoopFormer: A Koopman Enhanced Transformer Based Architecture for Time Series Forecasting Ali Forootani Mohammad Khosravi Masoud Barati AI4TS 108 0 0 04 Aug 2025
Synthetic Time Series Forecasting with Transformer Architectures: Extensive Simulation Benchmarks Ali Forootani Mohammad Khosravi AI4TS 211 3 0 26 May 2025
Physics-Informed Machine Learning for Modeling and Control of Dynamical SystemsAmerican Control Conference (ACC), 2023 Truong X. Nghiem Ján Drgoňa Colin N. Jones Zoltán Nagy Roland Schwan ... J. Paulson Andrea Carron Melanie Zeilinger Wenceslao Shaw-Cortez D. Vrabie PINN AI4CE 248 59 0 24 Jun 2023
Domain-aware Control-oriented Neural Models for Autonomous Underwater Vehicles Wenceslao Shaw-Cortez Soumya Vasisht Aaron Tuor Ján Drgoňa D. Vrabie AI4CE 134 0 0 15 Aug 2022
Structural Inference of Networked Dynamical Systems with Universal Differential EquationsChaos (Chaos), 2022 James Koch Zhao Chen Aaron Tuor Ján Drgoňa D. Vrabie PINN 292 12 0 11 Jul 2022
Neural Ordinary Differential Equations for Nonlinear System IdentificationAmerican Control Conference (ACC), 2022 Aowabin Rahman Ján Drgoňa Aaron Tuor J. Strube 294 26 0 28 Feb 2022
Constructing Neural Network-Based Models for Simulating Dynamical SystemsACM Computing Surveys (CSUR), 2021 Christian Møldrup Legaard Thomas Schranz G. Schweiger Ján Drgovna Basak Falay Ana Cavalcanti Alexandros Iosifidis M. Abkar Peter Gorm Larsen PINN AI4CE 233 119 0 02 Nov 2021
Dissipative Deep Neural Dynamical Systems Ján Drgoňa Soumya Vasisht Aaron Tuor D. Vrabie 296 11 0 26 Nov 2020
Learning Constrained Adaptive Differentiable Predictive Control Policies With Guarantees Ján Drgoňa Aaron Tuor D. Vrabie 572 20 0 23 Apr 2020