Picture for Maarten Schoukens

Maarten Schoukens

Baseline Results for Selected Nonlinear System Identification Benchmarks

Add code
May 17, 2024
Viaarxiv icon

Koopman Data-Driven Predictive Control with Robust Stability and Recursive Feasibility Guarantees

Add code
May 02, 2024
Viaarxiv icon

State Derivative Normalization for Continuous-Time Deep Neural Networks

Add code
Jan 05, 2024
Viaarxiv icon

Physics-Informed Learning Using Hamiltonian Neural Networks with Output Error Noise Models

Add code
May 02, 2023
Viaarxiv icon

Initialization Approach for Nonlinear State-Space Identification via the Subspace Encoder Approach

Add code
Apr 06, 2023
Viaarxiv icon

A Data-driven Pricing Scheme for Optimal Routing through Artificial Currencies

Add code
Nov 27, 2022
Viaarxiv icon

Deep Subspace Encoders for Nonlinear System Identification

Add code
Oct 26, 2022
Figure 1 for Deep Subspace Encoders for Nonlinear System Identification
Figure 2 for Deep Subspace Encoders for Nonlinear System Identification
Figure 3 for Deep Subspace Encoders for Nonlinear System Identification
Figure 4 for Deep Subspace Encoders for Nonlinear System Identification
Viaarxiv icon

Deep subspace encoders for continuous-time state-space identification

Add code
Apr 20, 2022
Figure 1 for Deep subspace encoders for continuous-time state-space identification
Figure 2 for Deep subspace encoders for continuous-time state-space identification
Figure 3 for Deep subspace encoders for continuous-time state-space identification
Figure 4 for Deep subspace encoders for continuous-time state-space identification
Viaarxiv icon

Variational message passing for online polynomial NARMAX identification

Add code
Apr 02, 2022
Figure 1 for Variational message passing for online polynomial NARMAX identification
Figure 2 for Variational message passing for online polynomial NARMAX identification
Figure 3 for Variational message passing for online polynomial NARMAX identification
Figure 4 for Variational message passing for online polynomial NARMAX identification
Viaarxiv icon

Deep Identification of Nonlinear Systems in Koopman Form

Add code
Oct 06, 2021
Figure 1 for Deep Identification of Nonlinear Systems in Koopman Form
Figure 2 for Deep Identification of Nonlinear Systems in Koopman Form
Figure 3 for Deep Identification of Nonlinear Systems in Koopman Form
Figure 4 for Deep Identification of Nonlinear Systems in Koopman Form
Viaarxiv icon