2 citations · 5 across the 3 of their papers we have counts for
4 papers
Measurements and System Identification for the Characterization of Smooth Muscle Cell Dynamics
Dilan Ozturk, Pepijn Saraber, Kevin Bielawski +4
Biological tissue integrity is actively maintained by cells. It is essential to comprehend how cells accomplish this in order to stage tissue diseases. However, addressing the comp…
Koopman Data-Driven Predictive Control with Robust Stability and Recursive Feasibility Guarantees
Thomas de Jong, Valentina Breschi, Maarten Schoukens +1
In this paper, we consider the design of data-driven predictive controllers for nonlinear systems from input-output data via linear-in-control input Koopman lifted models. Instead…
Variational message passing for online polynomial NARMAX identification
Wouter Kouw, Albert Podusenko, Magnus Koudahl +1
We propose a variational Bayesian inference procedure for online nonlinear system identification. For each output observation, a set of parameter posterior distributions is updated…
Improved Initialization of State-Space Artificial Neural Networks
Maarten Schoukens
The identification of black-box nonlinear state-space models requires a flexible representation of the state and output equation. Artificial neural networks have proven to provide…