The paper deals with a well-known extremum seeking scheme by proving uniformity properties with respect to the amplitudes of the dither signal and of the cost function. Those properties are then used to show that the scheme guarantees the global minimiser to be semi-global practically stable despite the presence of local minima. Under the assumption of a globally Lipschitz cost function, it is shown that the scheme, improved through a high-pass filter, makes the global minimiser practically stable with a global domain of attraction.

Mimmo, N., Marconi, L., Notarstefano, G. (2024). Uniform non-convex optimisation via Extremum Seeking. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 69, 1-13 [10.1109/TAC.2024.3406229].

Uniform non-convex optimisation via Extremum Seeking

Mimmo N.
;
Marconi L.;Notarstefano G.
2024

Abstract

The paper deals with a well-known extremum seeking scheme by proving uniformity properties with respect to the amplitudes of the dither signal and of the cost function. Those properties are then used to show that the scheme guarantees the global minimiser to be semi-global practically stable despite the presence of local minima. Under the assumption of a globally Lipschitz cost function, it is shown that the scheme, improved through a high-pass filter, makes the global minimiser practically stable with a global domain of attraction.
2024
Mimmo, N., Marconi, L., Notarstefano, G. (2024). Uniform non-convex optimisation via Extremum Seeking. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 69, 1-13 [10.1109/TAC.2024.3406229].
Mimmo, N.; Marconi, L.; Notarstefano, G.
File in questo prodotto:
File Dimensione Formato  
Uniform_Nonconvex_Optimization_via_Extremum_Seeking.pdf

accesso aperto

Tipo: Versione (PDF) editoriale
Licenza: Licenza per Accesso Aperto. Creative Commons Attribuzione (CCBY)
Dimensione 2.2 MB
Formato Adobe PDF
2.2 MB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/1013623
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 0
  • ???jsp.display-item.citation.isi??? 0
social impact