SRP-Groeifinanciering: A system identification framework for multi-fidelity modelling

Research output

Research output per year 2019 2020 2021 2022 2024

• 31 Article
• 26 Conference paper
• 3 Poster
• 2 Meeting abstract (Book)

Research output per year

Research output per year

Search results

• 2024

  Investigation of the effect of free-stream turbulence on paired vertical-axis wind turbines using wind tunnel testing and an actuator-line model

  Talamalek, A., Damiola, L., Runacres, M. & De Troyer, T., Jun 2024, Journal of Physics: Conference Series. IOP Publishing, Vol. 2767. 10 p. (Journal of Physics: Conference Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • aerodynamics 88%
  • turbulence 70%
  • inflow 38%
  • turbine 21%
  • effect 21%
  2 Citations (Scopus)

• The challenge of cycle-to-cycle variability in dynamic stall modelling

  Damiola, L., Runacres, M. & De Troyer, T., Jun 2024, Journal of Physics: Conference Series. IOP Publishing, 11 p. (Journal of Physics: Conference Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • Wind tunnels 100%
  • Extended Kalman filters 58%
  • Airfoils 54%
  • Physics 47%
  • Time series 47%
• 2023

  Automated operational modal analysis for the monitoring of a wind turbine blade

  Tavares, A., Drapier, D. S., Csurcsia, P. Z., De Troyer, T., Desmet, W. & Gryllias, K., 2023, 14th International Workshop on Structural Health Monitoring. Stanford, CA 94305: Stanford University Press, 11 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  File

  • Modal analysis 100%
  • Turbomachine blades 92%
  • Wind turbines 83%
  • Monitoring 54%
  • Wind tunnels 52%
  69 Downloads (Pure)

• Modeling airfoil dynamic stall using State-Space Neural Networks

  Damiola, L., Decuyper, J. R., Runacres, M. & De Troyer, T., 19 Jan 2023, AIAA SciTech Forum and Exposition, 2023. American Institute of Aeronautics and Astronautics Inc. (AIAA), p. 1-10 10 p. (AIAA SciTech Forum and Exposition, 2023).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  File

  • Airfoils 100%
  • Neural networks 61%
  • Aerodynamic loads 18%
  • Flow separation 16%
  • Real time control 15%
  2 Citations (Scopus)

  202 Downloads (Pure)
• 2022

  Advanced Frequency Response Matrix estimation using very short measurements

  Peeters, B., Csurcsia, P. Z. & El-kafafy, M., 2022, Conference proceedings of the 2022 International Conference on Noise and Vibration Engineering. KU Leuven, p. 1-8

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

• Development of a low-cost PID setup for engineering technology students

  Csurcsia, P. Z., Bhandari, P. & De Troyer, T., 2022, Conference proceedings of 17th International Conference on Programmable Devices and Embedded Systems. 4 ed. IFAC - PapersOnLine, Vol. 55. p. 213-218 6 p. 7

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  • engineering 100%
  • costs 94%
  • user interface 65%
  • control system 61%
  • student 40%
  2 Citations (Scopus)

• Estimating a sparse nonlinear dynamical model of the flow around an oscillating cylinder in a fluid flow using SINDy

  Foster, J. A., Decuyper, J. R., De Troyer, T. & Runacres, M., 12 Sep 2022, (Accepted/In press) Conference on Noise and Vibration Engineering ISMA 2022. 41 ed. ISMA 2022, p. tba 11 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • Oscillating cylinders 100%
  • Dynamical Model 77%
  • Nonlinear Dynamics 68%
  • Fluid Flow 62%
  • Nonlinear Model 62%
  309 Downloads (Pure)

• First Results on Modelling of a Plate Heat Exchanger of a District Heating System

  Chaudhry, AM., Csurcsia, P. Z., De Troyer, T. & Bram, S., 13 Jul 2022, 6th IFAC International Conference on Intelligent Control and Automation. 15 ed. IFAC, Vol. 55. p. 69-74 5 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • District heating 100%
  • Heat exchangers 73%
  • Frequency response 25%
  • Energy balance 14%
  • Fossil fuels 13%
  2 Citations (Scopus)

• Frequency Response Function Estimation for Systems with Multiple Inputs using Short Measurement: A Benchmark Study

  Csurcsia, P. Z., Peeters, B. & De Troyer, T., 2022, Conference Proceedings of the Society for Experimental Mechanics Series. Society for Experimental Mechanics (SEM), p. 1-12

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

• Model Predictive Control of a Substation of a District Heating System for Enhanced Environmental and Economic Performance

  Chaudhry, AM., Pascual Lezaun, N., A.C.C. Fontes, F. & Bram, S., 25 Jan 2022, International Conference on Applied Energy 2021 Nov. 29 - Dec. 5, 2021, Thailand/Virtual: Sustainable Energy Solutions for a Post-COVID Recovery towards a Better Future: Part IV. online: Energy Proceedings, Vol. 21. 6 p. (Energy Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • district heating 100%
  • environmental performance 82%
  • environmental economics 80%
  • temperature 28%
  • fossil fuel consumption 27%
  2 Citations (Scopus)

• Nonlinear Modeling of a Plate Heat Exchanger of a District Heating System

  Chaudhry, AM., Csurcsia, P. Z., Decuyper, J. R., De Troyer, T. & Bram, S., 2022, 14th IFAC International Workshop on Adaptation and Learning in Control and Signal Processing June 29 - July 1, 2022, Casablanca, Morocco. 12 ed. IFAC, Vol. 55. p. 747-752 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • District heating 100%
  • Heat exchangers 73%
  • Data structures 23%
  • Pipe 21%
  • Hot Temperature 20%
  3 Citations (Scopus)

• Nonlinear Modelling of an F16 Benchmark Measurement

  Csurcsia, P. Z., Decuyper, J. R., Reczes, B. & De Troyer, T., 2022, Conference Proceedings of the Society for Experimental Mechanics Series. Society for Experimental Mechanics (SEM), p. 1-14

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

• User-friendly nonlinearity modeling using the SAMI toolbox

  Csurcsia, P. Z. & De Troyer, T., 2022, Conference proceedings of the 2022 International Conference on Noise and Vibration Engineering. KU Leuven, p. 1-8

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

• Using a broadband multisine excitation signal for the data-driven modeling of the unsteady lift force on a pitching wing

  De Troyer, T., Csurcsia, P. Z., Siddiqui, M. F. & Runacres, M., 12 Sep 2022, Conference proceedings of 2022 ISMA International Conference on Noise and Vibration Engineering. KU Leuven, 10 p. 580

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • Data structures 100%
  • Aerodynamics 97%
  • Angle of attack 40%
  • Identification (control systems) 35%
  31 Downloads (Pure)
• 2021

  A Machine-Learning Framework for Plasma-Assisted Combustion Using Principal Component Analysis and Gaussian Process Regression

  Bellemans, A., Malik, M. R., Bisetti, F. & Parente, A., 16 Jul 2021, Advances in Uncertainty Quantification and Optimization Under Uncertainty with Aerospace Applications: Proceedings of the 2020 UQOP International Conference: Space Technology Proceedings. Springer, Cham, Vol. 8. p. 379-392 13 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • Principal component analysis 100%
  • Plasmas 97%
  • Machine learning 77%
  • Data reduction 62%
  • Ethylene 55%
  77 Downloads (Pure)

• An empirical study on decoupling PNLSS models illustrated on an airplane

  Csurcsia, P. Z. & De Troyer, T., 1 Jul 2021, Proceedings of the 19th IFAC Symposium on System Identification SYSID 2021. 7 ed. IFAC - PapersOnLine, Vol. 54. p. 673-678 6 p. (IFAC PAPERSONLINE).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • Aircraft 100%
  • Polynomials 80%
  • Nonlinear distortion 44%
  • Frequency response 31%
  • Identification (control systems) 30%
  8 Citations (Scopus)

  129 Downloads (Pure)

• A simplified frequency domain approach for local module identification in dynamic networks

  Csurcsia, P. Z., Ramaswamy, K., Schoukens, J. & van den Hof, P., 20 Sep 2021, ERNSI Workshop 2021. p. 11-12 2 p. PA05

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

• Modelling Vortex-Induced Loads Using Recurrent Neural Networks

  Foster, J. A., Decuyper, J. R., Runacres, M. & De Troyer, T., 25 Oct 2021, Modeling, Estimation and Control Conference MECC 2021. Wang, J., Fathy, H., Wang, Q. & Ren, B. (eds.). 20 ed. Austin, Texas, USA: IFAC - PapersOnLine, Vol. 54. p. 32-37 6 p. (IFAC Proceedings Volumes; vol. 54, no. 20).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • Recurrent neural networks 100%
  • Structural health monitoring 51%
  • Fluids 30%
  3 Citations (Scopus)

  104 Downloads (Pure)
• 2020

  Estimating a nonparametric data-driven model of the lift on a pitching wing

  Siddiqui, M. F., Csurcsia, P. Z., Decuyper, J. R., De Troyer, T., Schoukens, J. & Runacres, M., 22 Sep 2020, Journal of Physics: Conference Series. 5 ed. IOP Publishing, Vol. 1618. p. 1-16 (Journal of Physics: Conference Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • Aerodynamics 100%
  • Angle of attack 63%
  • Experiments 44%
  • Mathematical models 42%
  6 Citations (Scopus)

• Machine learning and system identification for the estimation of data-driven models: an experimental case study illustrated on a tire-suspension system

  El-kafafy, M., Csurcsia, P. Z., Cornelis, B., Enrico, R. & Janssens, K., 9 Sep 2020, Proceedings of the International Conference on Noise and Vibration Engineering (ISMA). Desmet, W., Pluymers, B., Moens, D. & Vandemaele, S. (eds.). KU Leuven, p. 3287-3301 15 p. (Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  • Tires 100%
  • Identification (control systems) 89%
  • Wheels 81%
  • Machine learning 75%
  • Transducers 48%
  10 Citations (Scopus)

• Modelling vortex-induced loads using machine learning

  Peeters, R., Decuyper, J. R., De Troyer, T. & Runacres, M., 1 Jan 2020, Proceedings of the International Conference on Noise and Vibration Engineering (ISMA). Desmet, W., Pluymers, B., Moens, D. & Vandemaele, S. (eds.). p. 1601-1614 14 p. (Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  • Machine learning 84%
  • Structural health monitoring 61%
  • Fluid dynamics 61%
  • Velocity measurement 59%
  • Strain gages 58%
  2 Citations (Scopus)

• Nonlinear system identification of a pitching wing in a surging flow

  De Troyer, T., Csurcsia, P. Z. & Greenblatt, D., 1 Jan 2020, Proceedings of the International Conference on Noise and Vibration Engineering (ISMA). Desmet, W., Pluymers, B., Moens, D. & Vandemaele, S. (eds.). p. 939-954 15 p. (Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  • Nonlinear System Identification 100%
  • Linear Approximation 69%
  • Attack 63%
  • Best Approximation 61%
  • Angle 52%
  4 Citations (Scopus)

• The best linear approximation of mimo systems: simplified nonlinearity assessment using a toolbox

  Csurcsia, P. Z., Peeters, B. & Schoukens, J., 7 Sep 2020, Proceedings of the International Conference on Noise and Vibration Engineering (ISMA). Desmet, W., Pluymers, B., Moens, D. & Vandemaele, S. (eds.). KU Leuven, p. 2239-2252 14 p. (Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  • Road vehicles 100%
  • MIMO systems 77%
  • Design of experiments 77%
  • Frequency response 75%
  12 Citations (Scopus)
• 2019

  STRUCTURAL DYNAMICS ASSESSMENT ON A FULL-ELECTRIC AIRCRAFT: GROUND VIBRATION TESTING AND IN-FLIGHT MEASUREMENTS

  Csurcsia, P. Z., Di Lorenzo, E., Musella, U., Hallez, R., Debille, J. & Peeters, B., 9 Jun 2019, International Forum on Aeroelasticity and Structural Dynamics. 17 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  • Structural dynamics 100%
  • Aircraft 65%
  • Testing 46%
  • Flutter (aerodynamics) 21%
  • Vibration measurement 18%
  4 Citations (Scopus)

• The Best Linear Approximation of MIMO Systems: First Results on Simplified Nonlinearity Assessment

  Csurcsia, P. Z., Peeters, B. & Schoukens, J., 29 Jun 2019, Nonlinear Structures and Systems, Volume . Springer International Publishing, Vol. 1. p. 53-64 12 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  • Design of experiments 100%
  • Nonlinear systems 45%

• TRACKING THE MODAL PARAMETERS OF TIME-VARYING STRUCTURES BY REGULARIZED NONPARAMETRIC ESTIMATION AND OPERATIONAL MODAL ANALYSIS

  Csurcsia, P. Z., Peeters, B. & Schoukens, J., 13 May 2019, IOMAC 2019 INTERNATIONAL OPERATIONAL MODAL ANALYSIS CONFERENCE. p. 511-523 13 p. 117. (8th IOMAC - International Operational Modal Analysis Conference, Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  • Modal analysis 100%
  • Time varying systems 73%
  • Flutter (aerodynamics) 46%
  • Stadiums 42%
  • Football 36%
  2 Citations (Scopus)