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Maarten Schoukens

Baseline Results for Selected Nonlinear System Identification Benchmarks

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May 17, 2024
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Koopman Data-Driven Predictive Control with Robust Stability and Recursive Feasibility Guarantees

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May 02, 2024
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State Derivative Normalization for Continuous-Time Deep Neural Networks

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Jan 05, 2024
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Physics-Informed Learning Using Hamiltonian Neural Networks with Output Error Noise Models

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May 02, 2023
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Initialization Approach for Nonlinear State-Space Identification via the Subspace Encoder Approach

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Apr 06, 2023
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A Data-driven Pricing Scheme for Optimal Routing through Artificial Currencies

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Nov 27, 2022
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Deep Subspace Encoders for Nonlinear System Identification

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Oct 26, 2022
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Deep subspace encoders for continuous-time state-space identification

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Apr 20, 2022
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Variational message passing for online polynomial NARMAX identification

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Apr 02, 2022
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Deep Identification of Nonlinear Systems in Koopman Form

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Oct 06, 2021
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