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

  A Nonparametric Regularization for Spectrum Estimation of Time-Varying Output-Only Measurements

  Csurcsia, P. Z., Ajmal, M. & De Troyer, T., Feb 2024, In: Vibration. 7, 1, p. 161-176 16 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Autocorrelation 100%
  • Response Function 88%
  • Correlation Function 83%
  • Cope Reaction 82%
  • Time varying systems 53%
  2 Downloads (Pure)

• A novel machine learning based lumping approach for the reduction of large kinetic mechanisms for plasma-assisted combustion applications

  Rekkas-Ventiris, G., Duarte Gomez, A., Deak, N., Kincaid, N., Pepiot, P., Bisetti, F. & Bellemans, A., Feb 2024, In: Combustion and Flame. 260, 1, 10 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • lumping 100%
  • machine learning 79%
  • Plasmas 57%
  • Error 46%
  • Machine learning 45%
  4 Citations (Scopus)

  1 Downloads (Pure)

• Constructing nonlinear data-driven models from pitching wing experiments using multisine excitation signals

  Siddiqui, M. F., Csurcsia, P. Z., Runacres, M. & De Troyer, T., 2024, In: Mechanical Systems and Signal Processing. 216, 17 p., 111460.

  Research output: Contribution to journal › Article › peer-review

  • Experiments 100%
  • Polynomials 86%
  • Aerodynamic loads 70%
  • Angle of attack 56%
  • Wind tunnels 50%
  1 Citation (Scopus)

• Enhancing operational optimization of district heating substations through refined estimations of network campus buildings heat demands to achieve a low return from the network

  Chaudhry, AM., Delvaux, M. P., Csurcsia, P. Z., Chicherin, S. V., Hachez, J. & Bram, S., 15 Jun 2024, In: Energy and Buildings. 313, 114241, p. 1-17 17 p., 114241.

  Research output: Contribution to journal › Article › peer-review

  • District heating 100%
  • Hot Temperature 40%
  • Temperature 33%
  • Heating 23%
  • Waste incineration 23%
  3 Citations (Scopus)

• Fast Battery EIS Measurement Using Flexible Local Rational Method

  De Angelis, A., Csurcsia, P. Z., Brunacci, V. & Carbone, P., 2024, In: IEEE Transactions on Instrumentation and measurement. 73, p. 1-10 10 p., 6501810.

  Research output: Contribution to journal › Article › peer-review

  • Electrochemical impedance spectroscopy 100%
  • electric batteries 82%
  • impedance 61%
  • spectroscopy 42%
  • Relaxation time 26%
  1 Citation (Scopus)

• Reducing black-box nonlinear state-space models: A real-life case study

  Csurcsia, P. Z., Decuyper, J., Renczes, B., Runacres, M. & De Troyer, T., 1 Apr 2024, In: Mechanical Systems and Signal Processing. 211, 21 p., 111230.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Nonlinear distortion 100%
  • Nonlinear systems 66%
  • Dynamical systems 63%
  • Aircraft 55%
  4 Citations (Scopus)

  19 Downloads (Pure)
• 2023

  Error propagation in data inversion of electrical low pressure impactor

  Cornette, J. F. P. & Bram, S., 1 Feb 2023, In: Aerosol Science and Technology. 57, 2, p. 175-185 11 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • data inversion 100%
  • impactor 85%
  • low pressure 70%
  • Size Distribution 68%
  • Error 58%
  3 Citations (Scopus)

  93 Downloads (Pure)

• Influence of free-stream turbulence intensity on static and dynamic stall of a NACA 0018 aerofoil

  Damiola, L., Siddiqui, M. F., Runacres, M. & De Troyer, T., Jan 2023, In: Journal of Wind Engineering and Industrial Aerodynamics. 232, 105270.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Airfoils 100%
  • Turbulence 92%
  • Angle of attack 20%
  • Hysteresis 19%
  • Aerodynamic loads 12%
  18 Citations (Scopus)

  244 Downloads (Pure)

• Regression versus probabilistic approach for operational data – heat demand of buildings to be connected to a district heating system

  Hachez, J., Chicherin, S. V., Chaudhry, AM. & Bram, S., 1 Sep 2023, (Accepted/In press) In: Energy and Buildings. 294, 16 p., 113209.

  Research output: Contribution to journal › Article › peer-review

  • District heating 100%
  • Air conditioning 83%
  • Cooling systems 82%
  • Hot Temperature 40%
  • Heating 39%
  8 Citations (Scopus)

• Unsteady Aerodynamic Lift Force on a Pitching Wing: Experimental Measurement and Data Processing

  Csurcsia, P. Z., Siddiqui, M. F., Runacres, M. & De Troyer, T., Mar 2023, In: Vibration. 6, 1, p. 29-44 16 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Aerodynamics 100%
  • Force 84%
  • Pressure 72%
  • Pressure measurement 68%
  • Position control 50%
  3 Citations (Scopus)

  33 Downloads (Pure)
• 2022

  A data-driven nonlinear state-space model of the unsteady lift force on a pitching wing

  Siddiqui, M. F., De Troyer, T., Decuyper, J. R., Csurcsia, P. Z., Schoukens, J. & Runacres, M., Oct 2022, In: Journal of Fluids and Structures. 114, 16 p., 103706.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Polynomials 100%
  • Identification (control systems) 56%
  • Aerodynamics 51%
  • Model structures 34%
  • Model predictive control 32%
  12 Citations (Scopus)

  85 Downloads (Pure)

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

  Ramaswamy, K., Csurcsia, P. Z., Schoukens, J. & van den Hof, P., 2022, In: Automatica. 58, 10, p. 1-9 9 p., 21-0667.

  Research output: Contribution to journal › Article › peer-review

  1 Citation (Scopus)

• Data-driven generation of synthetic wind speeds: A comparative study

  D'Ambrosio, D., Schoukens, J., De Troyer, T., Zivanovic, M. & Runacres, M., Apr 2022, In: IET Renewable Power Generation. 16, 5, p. 922–932 11 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Probability distributions 100%
  • Power spectral density 80%
  • Autocorrelation 74%
  • Time series 60%
  • Fourier transforms 34%
  1 Citation (Scopus)

• Digital implementation of the PID controller

  Bhandari, P. & Csurcsia, P. Z., Aug 2022, In: Software Impacts. 13, p. 1-4 4 p., 100306.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Controllers 100%
  • Difference equations 92%
  • Closed loop control systems 46%
  • Textbooks 46%
  6 Citations (Scopus)

  125 Downloads (Pure)

• LPRM: A user-friendly iteration-free combined Local Polynomial and Rational Method toolbox for measurements of multiple input systems[Formula presented]

  Csurcsia, P. Z., May 2022, In: Software Impacts. 12, 4 p., 100238.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Frequency response 100%
  • Polynomials 84%
  • Testing 56%
  • Acoustics 44%
  8 Citations (Scopus)

  26 Downloads (Pure)

• MUMI: Multisine for multiple input systems: A user-friendly excitation toolbox for physical systems

  Csurcsia, P. Z., Feb 2022, In: Software Impacts. 11, 4 p., 100192.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Engineers 100%
  • Mathematical models 98%
  6 Citations (Scopus)

• User-friendly method to split up the multiple coherence function into noise, nonlinearity and transient components illustrated on ground vibration testing of an F-16 fighting falcon

  Csurcsia, P. Z., Oct 2022, In: Journal of Vibration Engineering & Technologies. 10, 7, p. 2577-2591 15 p.

  Research output: Contribution to journal › Article › peer-review

  • MIMO (control systems) 100%
  • nonlinearity 55%
  • vibration 48%
  • Nonlinear distortion 47%
  • research projects 45%
  4 Citations (Scopus)
• 2021

  Applying polynomial decoupling methods to the polynomial NARX model

  Karami, K., Westwick, D. & Schoukens, J., 1 Feb 2021, In: Mechanical Systems and Signal Processing . 148, p. 1-18 18 p., 107134.

  Research output: Contribution to journal › Article › peer-review

  • Statistical Models 100%
  • Polynomials 84%
  • Identification (control systems) 32%
  • Nonlinear systems 31%
  • Silver 19%
  12 Citations (Scopus)

• Model predictive control and adaptive Kalman filter design for an underground coal gasification process

  Chaudhry, A. M., Arshad, A. & Bram, S., 20 Sep 2021, In: IEEE Access. 9, p. 130737-130750 14 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Coal gasification 100%
  • Model predictive control 80%
  • Kalman filters 74%
  • Error 15%
  • Coal Gasification 15%
  4 Citations (Scopus)

• P-DRGEP: A novel methodology for the reduction of kinetics mechanisms for plasma-assisted combustion applications

  Bellemans, A., Kincaid, N., Deak, N., Pepiot, P. & Bisetti, F., 2021, In: Proceedings of the Combustion Institute. 38, 4, p. 6631-6639 9 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Plasmas 100%
  • methodology 87%
  • Error 81%
  • kinetics 64%
  • ignition 64%
  17 Citations (Scopus)

  35 Downloads (Pure)

• Phase-randomised Fourier transform model for the generation of synthetic wind speeds

  D'Ambrosio, D., Schoukens, J., De Troyer, T., Zivanovic, M. & Runacres, M., 26 Feb 2021, In: ArXiv.org. 2021, 15 p., 2003.07218.

  Research output: Contribution to journal › Article

  • Fourier transforms 100%
  • Time series 43%
  • Power spectral density 28%
  • Random processes 26%
  • Probability distributions 23%

• Plasma-assisted ignition of methane/air and ethylene/air mixtures: Efficiency at low and high pressures

  Deak, N., Bellemans, A. & Bisetti, F., 1 Jan 2021, In: Proceedings of the Combustion Institute. 38, 4, p. 6551-6558 8 p.

  Research output: Contribution to journal › Article › peer-review

  • Ethylene 100%
  • ethylene 93%
  • ignition 91%
  • Methane 89%
  • Plasmas 88%
  22 Citations (Scopus)

• Real-time feedback control of the impurity emission front in tokamak divertor plasmas

  Ravensbergen, T., van Berkel, M., Perek, A., Galperti, C., Duval, B. P., Février, O., van Kampen, R. J. R., Felici, F., Lammers, J. T., Theiler, C., Schoukens, J., Linehan, B., Komm, M., Henderson, S., Brida, D. & de Baar, M. R., 17 Feb 2021, In: Nature Communications. 12, 1, p. 1-9 9 p., 1105.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • feedback control 100%
  • Heat 67%
  • impurities 59%
  • Plasma 56%
  • Hot Temperature 52%
  52 Citations (Scopus)
• 2020

  A nonlinear model of vortex-induced forces on an oscillating cylinder in a fluid flow

  Decuyper, J., De Troyer, T., Tiels, K., Schoukens, J. & Runacres, M. C., Jul 2020, In: Journal of Fluids and Structures. 96, 103029.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Oscillating cylinders 100%
  • Flow of fluids 56%
  • Nonlinear distortion 27%
  • Nonlinear analysis 23%
  • Circular cylinders 23%
  8 Citations (Scopus)

  83 Downloads (Pure)

• Bias and covariance of the least squares estimate in a structured errors-in-variables problem

  Quintana-Carapia, G., Markovsky, I., Pintelon, R., Csurcsia, P. Z. & Verbeke, D. T., Apr 2020, In: Computational Statistics & Data Analysis. 144, 13 p., 106893.

  Research output: Contribution to journal › Article › peer-review

  File

  • Errors in Variables 100%
  • Least Squares Estimate 88%
  • Total Least Squares 51%
  • Least Squares Estimator 39%
  • Perturbation 19%
  4 Citations (Scopus)

  157 Downloads (Pure)

• Experimental validation of a data-driven step input estimation method for dynamic measurements

  Quintana-Carapia, G., Markovsky, I., Pintelon, R., Csurcsia, P. Z. & Verbeke, D. T., 1 Jul 2020, In: IEEE Transactions on Instrumentation and measurement. 69, 7, p. 4843-4851 9 p., 8892656.

  Research output: Contribution to journal › Article › peer-review

  File

  • sensors 100%
  • Sensors 95%
  • transient response 55%
  • estimates 54%
  • Transient analysis 51%
  5 Citations (Scopus)

  138 Downloads (Pure)

• Frequency Response Measurements With Local Parametric Modeling

  Verbeke, D. T. M. & Schoukens, J., Jun 2020, In: IEEE Transactions on Instrumentation and Measurement. 69, 6, p. 3249-3261 13 p.

  Research output: Contribution to journal › Article › peer-review

  • frequency response 100%
  • Frequency response 95%
  • polynomials 92%
  • leakage 86%
  • Polynomials 80%
  2 Citations (Scopus)

• Simplified Analysis for Multiple Input Systems: A Toolbox Study Illustrated on F-16 Measurements

  Csurcsia, P. Z., Peeters, B., Schoukens, J. & De Troyer, T., 2020, In: Vibration. 3, 2, p. 70-84 15 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Design of experiments 100%
  • Identification (control systems) 94%
  • Nonlinear systems 91%
  • Acoustics 87%
  • Testing 55%
  19 Citations (Scopus)

  88 Downloads (Pure)

• User-friendly nonlinear nonparametric estimation framework for vibro-acoustic industrial measurements with multiple inputs

  Csurcsia, P. Z., Peeters, B. & Schoukens, J., 1 Nov 2020, In: Mechanical Systems and Signal Processing. 145, 1, p. 1-31 31 p., 106926.

  Research output: Contribution to journal › Article › peer-review

  File

  • Acoustics 100%
  • Design of experiments 38%
  • Nonlinear systems 34%
  26 Citations (Scopus)

  154 Downloads (Pure)
• 2019

  Decoupling multivariate polynomials for nonlinear state-space models

  Decuyper, J. R., Dreesen, P., Schoukens, J., Runacres, M. & Tiels, K., 15 May 2019, In: IEEE Control Systems Letters. 3, 3, p. 745-750 6 p., 8715484.

  Research output: Contribution to journal › Article › peer-review

  • State-space Model 100%
  • Decoupling 94%
  • Multivariate Polynomials 92%
  • Nonlinear Model 81%
  • Polynomials 64%
  13 Citations (Scopus)

• Nonlinear System Identification: A User-Oriented Road Map

  Schoukens, J. & Ljung, L., Dec 2019, In: IEEE Control Systems magazine. 39, 6, p. 28-99 72 p., 8897147.

  Research output: Contribution to journal › Article › peer-review

  • Nonlinear System Identification 100%
  • Identification (control systems) 55%
  • Nonlinear systems 53%
  • Nonlinear Dynamic System 40%
  • Formal Proof 39%
  327 Citations (Scopus)