Dynamic Networks: Data-Driven Modeling and Control

Research output

Research output per year 2011 2021

• 203 Conference contribution
• 134 Article
• 39 Conference article
• 17 Abstract
• 39 More
  • 11 Poster
  • 8 Chapter
  • 5 Other
  • 5 Phd Thesis 1 (Research TU/e / Graduation TU/e)
  • 3 Report
  • 2 Paper
  • 2 Review article
  • 2 Pd Eng Thesis
  • 1 Comment/Letter to the editor

Research output per year

Research output per year

Search results

• 2021

  Ageing-Aware Charging of Lithium-ion Batteries Using a Surrogate Model

  Khalik, Z., Bergveld, H. J. & Donkers, M. C. F. T., 21 Apr 2021, (Accepted/In press) American Control Conference.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Lithium-ion batteries
  • Aging of materials
  • Charging time

• Allocation of Excitation Signals for Generic Identifiability of Linear Dynamic Networks

  Cheng, X., Shi, S. & Van den Hof, P. M. J., 2021, (Accepted/In press) In: IEEE Transactions on Automatic Control. XX, XX

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

  • Transfer functions
  • Data structures

• Cycle-to-Cycle Multipulse Fuel-Injection Control for Advanced Diesel Combustion in Changing and Disturbed Operating Points

  Luo, X., Großbichler, M., Waschl, H., Donkers, M. C. F., De Jager, B. & Willems, F., 1 Jan 2021, In: Journal of Dynamic Systems, Measurement and Control : Transactions of the ASME. 143, 1, 15 p., 011003.

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

  • fuel injection
  • Fuel injection
  • cycles
  • controllers
  • Linearization

• Feedback identification of conductance-based models

  Burghi, T. B., Schoukens, M. & Sepulchre, R., Jan 2021, In: Automatica. 123, 13 p., 109297.

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

  • Neurons
  • Identification (control systems)
  • Nonlinear systems
  • Feedback
  • Additive noise

• H _∞ and H ₂ optimal sampled-data controller synthesis: A hybrid systems approach with mixed discrete/continuous specifications

  Dreef, H. J. M. & Donkers, M. C. F. T., Mar 2021, In: Automatica. 125, 9 p., 109382.

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

  Open Access

  • Hybrid systems
  • Specifications
  • Controllers
  • Linear matrix inequalities
  • Closed loop systems

• Model simplifications and their impact on computational complexity for an electrochemistry-based battery modeling toolbox

  Khalik, Z., Donkers, M. C. F. T. & Bergveld, H. J., 15 Mar 2021, In: Journal of Power Sources. 488, 12 p., 229427.

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

  Open Access

  • Electrochemistry
  • Battery management systems
  • electrochemistry
  • simplification
  • electric batteries

• Nonlinear state-space identification using deep encoder networks

  Beintema, G. I., Schoukens, M. & Tóth, R., 2021, (Submitted).

  Research output: Contribution to conference › Paper › Academic

  File

  • State space methods
  • Feedforward neural networks
  • Large dataset
  • Cost functions
  • Dynamical systems
  11 Downloads (Pure)

• Non-linear State-space Model Identification from Video Data using Deep Encoders

  Beintema, G. I., Schoukens, M. & Tóth, R., 2021.

  Research output: Contribution to conference › Paper › Academic

  File

  • Medical imaging
  • Autonomous vehicles
  • Large dataset
  • Robotics
  • Neural networks
  8 Downloads (Pure)

• Parameter Estimation of the Doyle-Fuller-Newman Model for Lithium-Ion Batteries by Parameter Normalization, Grouping, and Sensitivity Analysis

  Khalik, Z., Donkers, M. C. F. T., Sturm, J. & Bergveld, H. J., 2021, (Accepted/In press) In: Journal of Power Sources. XX, XX

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

• Supplementary Material: On Automated Multi-objective Identification Using Grammar-based Genetic Programming

  Khandelwal, D., Schoukens, M. & Tóth, R., 2021, (Unpublished) 14 p.

  Research output: Book/Report › Report › Academic

  File

  • Genetic programming

• Towards State-of-Charge Estimation for Battery Packs: Reducing Computational Complexity by Optimising Model Sampling Time and Update Frequency of the Extended Kalman Filter

  Hoekstra, F. S. J., Bergveld, H. J. & Donkers, M. C. F. T., 2021, (Accepted/In press) 2021 American Control Conference.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
• 2020

  A Bayesian method for inference of effective connectivity in brain networks for detecting the Mozart effect

  van Esch, R., Shi, S., Bernas, A., Zinger, S., Aldenkamp, A. P. B. & Van den Hof, P. M. J., 1 Dec 2020, In: Computers in Biology and Medicine. 127, 13 p., 104055.

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

  • Bayes Theorem
  • Brain
  • Causality
  • Magnetic Resonance Imaging
  • Music

• Abstractions of linear dynamic networks for input selection in local module identification

  Weerts, H. H. M., Linder, J., Enqvist, M. & Van den Hof, P. M. J., Jul 2020, In: Automatica. 117, 108975.

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

  • Topology

• Ageing-aware charging of lithium-ion batteries using an electrochemistry-based model with capacity-loss side reactions

  Khalik, Z., Bergveld, H. J. & Donkers, M. C. F. T., Jul 2020, 2020 American Control Conference, ACC 2020. Institute of Electrical and Electronics Engineers, p. 2213-2218 6 p. 9147404. (Proceedings of the American Control Conference; vol. 2020-July).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Electrochemistry
  • Lithium-ion batteries
  • Aging of materials
  • Charging time
  • Electrodes

• A regularized kernel-based method for learning a module in a dynamic network with correlated noise

  Rajagopal, V. C., Ramaswamy, K. R. & Van Den Hof, P. M. J., 14 Dec 2020, 2020 59th IEEE Conference on Decision and Control, CDC 2020. Institute of Electrical and Electronics Engineers, p. 4348-4353 6 p. 9303879

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Correlated Noise
  • Dynamic Networks
  • Learning
  • kernel
  • Module

• A Tree Adjoining Grammar representation for models of stochastic dynamical systems

  Khandelwal, D., Schoukens, M. & Tóth, R., Sep 2020, In: Automatica. 119, 8 p., 109099.

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

  Open Access

  File

  • Dynamical systems
  • Model structures
  • Evolutionary algorithms
  • Statistical Models
  • Identification (control systems)
  2 Downloads (Pure)

• Automating data-driven modelling of dynamical systems: an evolutionary computation approach

  Khandelwal, D., 4 Mar 2020, Eindhoven: Technische Universiteit Eindhoven. 255 p.

  Research output: Thesis › Phd Thesis 1 (Research TU/e / Graduation TU/e)

  Open Access

  File
  262 Downloads (Pure)

• Bayesian optimization for lithography process control strategy selection: optimal control advisor

  Güler, S., 2020, Eindhoven: Technische Universiteit Eindhoven. 73 p.

  Research output: Thesis › Pd Eng Thesis

  Open Access

  File
  46 Downloads (Pure)

• Best Linear Approximation of Nonlinear Continuous-Time Systems Subject to Process Noise and Operating in Feedback

  Pintelon, R., Schoukens, M. & Lataire, J., Oct 2020, In: IEEE Transactions on Instrumentation and Measurement. 69, 10, p. 8600-8612 13 p., 9064602.

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

  • Continuous time systems
  • Approximation theory
  • Nonlinear distortion
  • Feedback
  • Frequency response
  1 Citation (Scopus)

• Clustering-based model reduction of Laplacian dynamics with weakly connected topology

  Cheng, X. & Scherpen, J. M. A., Oct 2020, In: IEEE Transactions on Automatic Control. 65, 10, p. 4393-4399 7 p., 8906039.

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

  • Topology
  • Model structures
  • Clustering algorithms

• Data-driven distributed control: Virtual reference feedback tuning in dynamic networks

  Steentjes, T. R. V., Lazar, M. & Van Den Hof, P. M. J., 14 Dec 2020, 2020 59th IEEE Conference on Decision and Control, CDC 2020. Institute of Electrical and Electronics Engineers, p. 1804-1809 6 p. 9304099

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Dynamic Networks
  • Distributed Control
  • Tuning
  • Data-driven
  • Reference Model

• Design and modelling of switching battery cells management system (SBCMS) for solar-powered storage installations

  Yousif, S. E. A., Oct 2020, Eindhoven: Technische Universiteit Eindhoven. 52 p.

  Research output: Thesis › Pd Eng Thesis

  Open Access

  File
  12 Downloads (Pure)

• Distributed control of active cell balancing and low-voltage bus regulation in electric vehicles using hierarchical model-predictive control

  Gong, Z., van de Ven, B. A. C., Gupta, K. M., Silva, C. D., Amon, C. H., Bergveld, H. J., Donkers, T. & Trescases, O., Dec 2020, In: IEEE Transactions on Industrial Electronics. 67, 12, p. 10464-10473 10 p., 8928973.

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

  • Model predictive control
  • Electric vehicles
  • Battery management systems
  • Electric potential
  • Controllers

• Empirical battery modelling for high currents: The effect of nonlinear overpotential and inevitable self-heating

  Hoekstra, F. S. J., Heuts, Y. J. J., Bergveld, H. J. & Donkers, M. C. F. T., 2020, (Accepted/In press) 21st IFAC World Congress.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

• Excitation allocation for generic identifiability of a single module in dynamic networks: A graphic approach

  Shi, S., Cheng, X. & Van den Hof, P. M. J., 2020, (Accepted/In press) Proceedings of 21st IFAC World Congress.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

• Extending the Best Linear Approximation framework to the process noise case

  Schoukens, M., Pintelon, R. M., Dobrowiecki, T. & Schoukens, J., Apr 2020, In: IEEE Transactions on Automatic Control. 65, 4, p. 1514-1524 11 p., 8736761.

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

  • Additive noise
  • Nonlinear systems
  2 Citations (Scopus)

• Fully adaptive-gain-based intelligent failure-tolerant control for spacecraft attitude stabilization under actuator saturation

  Zhou, N., Cheng, X., Xia, Y. & Liu, Y., 9 Mar 2020, (E-pub ahead of print) In: IEEE Transactions on Cybernetics. XX, XX, 13 p.

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

  • Spacecraft
  • Stabilization
  • Actuators
  • Controllers
  • Neural networks

• Generalized sensing and actuation schemes for local module identification in dynamic networks

  Ramaswamy, K. R., Van den Hof, P. M. J. & Dankers, A. G., 12 Mar 2020, 2019 IEEE 58th Conference on Decision and Control, CDC 2019. Institute of Electrical and Electronics Engineers, p. 5519-5524 6 p. 9029338

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Dynamic Networks
  • Sensing
  • Module
  • Excitation
  • Sensors
  2 Citations (Scopus)

• Generic identifiability of subnetworks in a linear dynamic network: the full measurement case

  Shi, S., Cheng, X. & Van den Hof, P. M. J., 2020, (Submitted) In: Automatica. XX, XX

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

• Improved sampling strategies for ensemble-based optimization

  Ramaswamy, K. R., Fonseca, R. M., Leeuwenburgh, O., Siraj, M. M. & Van den Hof, P. M. J., 1 Jun 2020, In: Computational Geosciences. 24, 3, p. 1057-1069 13 p.

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

  Open Access

  • Sampling Strategy
  • Ensemble
  • Optimization
  • Sampling
  • sampling

• Informed production optimization in hydrocarbon reservoirs

  Barros, E. G. D., Van den Hof, P. M. J. & Jansen, J. D., 1 Mar 2020, In: Optimization and Engineering. 21, 1, p. 25-48 24 p.

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

  Open Access

  File

  • Hydrocarbons
  • Reservoir management
  • Optimization
  • Value of Information
  • Closed-loop
  3 Citations (Scopus)

  37 Downloads (Pure)

• Integrated Design of a CVT-equipped Electric Powertrain via Analytical Target Cascading

  Fahdzyana, C. A., Salazar, M., Donkers, M. C. F. T. & Hofman, T., 24 Nov 2020, (Submitted) European Control Conference 2021.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  File

  • Electric power transmission
  • Electric machinery
  • Powertrains
  • Energy utilization
  • Trajectories
  29 Downloads (Pure)

• Joint Estimation of Battery Parameters and State-of-Charge using an Extended Kalman Filter: A Single-Parameter Tuning Approach

  Beelen, H. P. G. J., Bergveld, H. J. & Donkers, M. C. F. T., 2020, (Accepted/In press) In: IEEE Transactions on Control Systems Technology. XX, XX

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

  • Extended Kalman filters
  • Tuning
  • Uncertainty
  • Covariance matrix
  • Equivalent circuits

• LPV Modeling Using the Koopman Operator

  Iacob, L. C., Tóth, R. & Schoukens, M., Mar 2020, p. 133. 1 p.

  Research output: Contribution to conference › Abstract › Academic

  • Time varying systems
  • Control theory
  • Linearization
  • Nonlinear systems
  • Scheduling

• Nonlinear optimal control methods for eco-driving and complete vehicle energy management

  Padilla Cazar, G. P., 1 Dec 2020, Eindhoven: Technische Universiteit Eindhoven. 197 p.

  Research output: Thesis › Phd Thesis 1 (Research TU/e / Graduation TU/e)

  4 Downloads (Pure)

• Novel Gramians for linear semistable systems

  Cheng, X. & Scherpen, J. M. A., May 2020, In: Automatica. 115, 9 p., 108911.

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

  • Observability
  • Controllability
  • Linear systems
  • Gene expression
  • Poles

• Path-based data-informativity conditions for single module identification in dynamic networks

  Van Den Hof, P. M. J. & Ramaswamy, K. R., 14 Dec 2020, 2020 59th IEEE Conference on Decision and Control, CDC 2020. Institute of Electrical and Electronics Engineers, p. 4354-4359 6 p. 9304263

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Dynamic Networks
  • Predictors
  • Path
  • Module
  • Minimum Variance

• Port-Hamiltonian approach to complete vehicle energy management: a battery electric vehicle case study

  Padilla, G. P. P., Flores Paredes, J. C. & Donkers, M. C. F., 2020, (Accepted/In press) 2020 American Control Conference.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

• Real-time range maximisation of electric vehicles through active cell balancing using model-predictive control

  Hoekstra, F. S. J., Wulf Ribelles, L. A., Bergveld, H. J. & Donkers, M. C. F., 2020, (Accepted/In press) 2020 American Control Conference.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

• Single module identifiability in linear dynamic networks with partial excitation and measurement

  Shi, S., Cheng, X. & Van den Hof, P. M. J., 2020, (Submitted) In: IEEE Transactions on Automatic Control. XX, XX

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

• Structure-based clustering algorithm for model reduction of large-scale network systems

  Niazi, M. U. B., Cheng, X., Canudas-De-Wit, C. & Scherpen, J. M. A., 12 Mar 2020, 2019 IEEE 58th Conference on Decision and Control, CDC 2019. Institute of Electrical and Electronics Engineers, p. 5038-5043 6 p. 9029349

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Clustering Algorithm
  • Model Reduction
  • Clustering algorithms
  • Graph Reduction
  • Heuristic algorithms
  1 Citation (Scopus)

• Synchronization preserving model reduction of multi-agent network systems by eigenvalue assignments

  Yu, L., Cheng, X., Scherpen, J. M. A. & Xiong, J., 12 Mar 2020, 2019 IEEE 58th Conference on Decision and Control, CDC 2019. Piscataway: Institute of Electrical and Electronics Engineers, p. 7794-7799 6 p. 9029857

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Eigenvalue Assignment
  • Laplacian Matrix
  • Model Reduction
  • Synchronization
  • Network Protocols

• System identification of biophysical neuronal models

  Burghi, T. B., Schoukens, M. & Sepulchre, R., 14 Dec 2020, 2020 59th IEEE Conference on Decision and Control, CDC 2020. Institute of Electrical and Electronics Engineers, p. 6180-6185 6 p. 9304363

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • System Identification
  • Orthonormal basis
  • Basis Functions
  • Identification (control systems)
  • Fading Memory

• Towards impedance-based temperature estimation for Li-ion battery packs

  Beelen, H., Mundaragi Shivakumar, K., Raijmakers, L. H. J., Donkers, M. C. F. T. & Bergveld, H. J., 25 Mar 2020, In: International Journal of Energy Research. 44, 4, p. 2889-2908 20 p.

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

  Open Access

  File

  • Battery Pack
  • Lithium-ion batteries
  • Acoustic impedance
  • Electrochemical impedance spectroscopy
  • Temperature
  3 Citations (Scopus)

  28 Downloads (Pure)

• ℋ2 sub-optimal model reduction for second-order network systems

  Yu, L., Cheng, X., Scherpen, J. M. A. & Gort, E., 12 Mar 2020, 2019 IEEE 58th Conference on Decision and Control, CDC 2019. Piscataway: Institute of Electrical and Electronics Engineers, p. 5062-5067 6 p. 9029735

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Model Reduction
  • Moment Matching
  • Subsystem
  • Reduced Order Model
  • Asymptotically Stable
• 2019

  Active compensation of the deformation of a magnetically levitated mover of a planar motor

  Custers, C., Proimadis, I., Jansen, J. W. H., Butler, H., Toth, R., Lomonova, E. & Van den Hof, P., May 2019, 2019 IEEE International Electric Machines and Drives Conference, IEMDC 2019. Piscataway: Institute of Electrical and Electronics Engineers, p. 854-861 8 p. 8785302

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  Open Access

  File

  • Compensation and Redress
  • Electric commutation
  • Interferometers
  • Permanent magnets
  • Stators
  197 Downloads (Pure)

• A distributed optimization approach for complete vehicle energy management

  Romijn, T. C. J., Donkers, M. C. F., Kessels, J. T. B. A. & Weiland, S., May 2019, In: IEEE Transactions on Control Systems Technology. 27, 3, p. 964-980 17 p., 8267501.

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

  Open Access

  File

  • Energy management
  • Trucks
  • Climate control
  • Convex optimization
  • Fuel consumption
  6 Citations (Scopus)

  182 Downloads (Pure)

• A dynamic network approach to identification of physical systems

  Kivits, E. M. M. & Van den Hof, P. M. J., 11 Dec 2019, 2019 IEEE 58th Conference on Decision and Control, CDC 2019. Institute of Electrical and Electronics Engineers, p. 4533-4538 6 p. 9030041

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  Open Access

  File

  • Dynamic Networks
  • Relationships
  • Prediction Error
  • Directed graphs
  • Transfer functions
  20 Downloads (Pure)

• Allocation of excitation signals for generic identifiability of dynamic networks

  Cheng, X., Shi, S. & Van Den Hof, P. M. J., Dec 2019, 2019 IEEE 58th Conference on Decision and Control, CDC 2019. Piscataway: Institute of Electrical and Electronics Engineers, p. 5507-5512 6 p. 9029218

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Dynamic Networks
  • Identifiability
  • Excitation
  • Transfer functions
  • Topology
  3 Citations (Scopus)

• A local direct method for module identification in dynamic networks with correlated noise

  Ramaswamy, K. & van den Hof, P. M. J., Aug 2019, In: arXiv. 15 p., 1908.00976v1.

  Research output: Contribution to journal › Article › Academic

  Open Access

  File

  • MIMO systems
  • Topology
  • Maximum likelihood
  • Set theory
  16 Downloads (Pure)