Lyon Spring School 2024

7th Spring School on Data-Driven Model Learning of Dynamic Systems

Invited Lectures on Dynamic Network Identification

Lecturer:
  • Prof. Paul Van den Hof, TU/e, Eindhoven

Date of the course:  11 – 12 April 2024.

The program of the 4-day School is available here.

Paul Van den Hof

Thursday 11 April 2024,

14:00 – 18:00:

Friday 12 April 2024

09:00 – 12:00:

    • Single module identification – partial input
    • Single module identification – local direct method
    • Single module identifiability
    • Diffusively coupled networks
    • Discussion and reflection

Background material

Closed-loop identification:

Dynamic networks:

Network identifiability analysis:

  • H.H.M. Weerts, P.M.J. Van den Hof and A.G. Dankers (2018). Identifiability of linear dynamic networks. Automatica, Vol. 89, pp. 247-258, March 2018.
  • J. M. Hendrickx, M. Gevers and A.S. Bazanella (2019). Identifiability of dynamical networks with partial node measurements. IEEE Trans. Automatic Control, Vol. 64, no. 6, pp. 2240-2253.

Network identifiability synthesis:

Algorithms for full network identification:

Single module identification:

Single module identifiability:

Relation with diffusively coupled physical networks: