Nonlinear state-space modelling of the kinematics of an oscillating circular cylinder in a fluid flow J Decuyper, T De Troyer, MC Runacres, K Tiels, J Schoukens Mechanical Systems and Signal Processing 98, 209-230, 2018 | 30 | 2018 |
Retrieving highly structured models starting from black-box nonlinear state-space models using polynomial decoupling J Decuyper, K Tiels, MC Runacres, J Schoukens Mechanical Systems and Signal Processing 146, 106966, 2021 | 23 | 2021 |
Decoupling multivariate polynomials for nonlinear state-space models J Decuyper, P Dreesen, J Schoukens, MC Runacres, K Tiels IEEE Control Systems Letters 3 (3), 745-750, 2019 | 20 | 2019 |
A data-driven nonlinear state-space model of the unsteady lift force on a pitching wing MF Siddiqui, T De Troyer, J Decuyper, PZ Csurcsia, J Schoukens, ... Journal of Fluids and Structures 114, 103706, 2022 | 14 | 2022 |
A nonlinear model of vortex-induced forces on an oscillating cylinder in a fluid flow J Decuyper, T De Troyer, K Tiels, J Schoukens, MC Runacres Journal of Fluids and Structures 96, 103029, 2020 | 12 | 2020 |
Tuning nonlinear state-space models using unconstrained multiple shooting J Decuyper, MC Runacres, J Schoukens, K Tiels IFAC-PapersOnLine 53 (2), 334-340, 2020 | 10 | 2020 |
Nonlinear modelling of an F16 benchmark measurement PZ Csurcsia, J Decuyper, B Renczes, T De Troyer Nonlinear Structures & Systems, Volume 1: Proceedings of the 40th IMAC, A …, 2022 | 9 | 2022 |
Decoupling multivariate functions using a non-parametric Filtered CPD approach J Decuyper, K Tiels, S Weiland, J Schoukens IFAC-PapersOnLine 54 (7), 451-456, 2021 | 8 | 2021 |
Estimating a nonparametric data-driven model of the lift on a pitching wing MF Siddiqui, J Decuyper, PZ Csurcsia, J Ertveldt, T De Troyer, ... Journal of Physics: Conference Series 1618 (5), 052018, 2020 | 7 | 2020 |
Modeling airfoil dynamic stall using State-Space Neural Networks L Damiola, J Decuyper, M Runacres, T De Troyer AIAA SCITECH 2023 Forum, 1945, 2023 | 5 | 2023 |
PNLSS Toolbox 1.0 J Decuyper, K Tiels, J Schoukens IFAC-PapersOnLine 54 (7), 374-378, 2021 | 5 | 2021 |
Modelling the unsteady lift of a pitching NACA 0018 aerofoil using state-space neural networks L Damiola, J Decuyper, MC Runacres, T De Troyer Journal of Fluid Mechanics 983, A8, 2024 | 4 | 2024 |
Decoupling multivariate functions using a nonparametric filtered tensor decomposition J Decuyper, K Tiels, S Weiland, MC Runacres, J Schoukens Mechanical Systems and Signal Processing 179, 109328, 2022 | 4 | 2022 |
Estimating a sparse nonlinear dynamical model of the flow around an oscillating cylinder in a fluid flow using SINDy JA Foster, J Decuyper, T De Troyer, M Runacres Conference on Noise and Vibration Engineering ISMA 41, 2022 | 4 | 2022 |
Reducing black-box nonlinear state-space models: a real-life case study PZ Csurcsia, J Decuyper, B Renczes, MC Runacres, T De Troyer Mechanical Systems and Signal Processing 211, 111230, 2024 | 3 | 2024 |
Nonlinear modeling of a plate heat exchanger of a district heating system PZ Csurcsia, J Decuyper, AM Chaudhry, T De Troyer, S Bram IFAC-PapersOnLine 55 (12), 747-752, 2022 | 3 | 2022 |
Modelling vortex-induced loads using machine learning R Peeters, J Decuyper, T De Troyer, MC Runacres Proceedings of the International Conference on Noise and Vibration …, 2020 | 3 | 2020 |
Modelling vortex-induced loads using Recurrent Neural Networks JA Foster, T De Troyer, MC Runacres, J Decuyper IFAC-PapersOnLine 54 (20), 32-37, 2021 | 2 | 2021 |
Development of a nonlinear state space model of the forces acting on an aerofoil oscillating in pitch MF Siddiqui, T De Troyer, M Runacres, J Ertveldt, J Schoukens, ... ISMA 2018, 547-557, 2018 | 2 | 2018 |
On selecting appropriate training data to model an au-tonomous oscillator J Decuyper, T De Troyer, MC Runacres, K Tiels, J Schoukens | 2 | 2018 |