We consider an inpainting model proposed by A. Bertozzi et al., which is based on a Cahn–Hilliard-type equation. This equation describes the evolution of an order parameter that represents an approximation of the original image occupying a bounded two-dimensional domain. The given image is assumed to be damaged in a fixed subdomain, and the equation is characterised by a linear reaction term. This term is multiplied by the so-called fidelity coefficient, which is a strictly positive bounded function defined in the undamaged region. The idea is that, given an initial image, the order parameter evolves towards the given image and this process properly diffuses through the boundary of the damaged region, restoring the damaged image, provided that the fidelity coefficient is large enough. Here, we formulate an optimal control problem based on this fact, namely, our cost functional accounts for the magnitude of the fidelity coefficient. Assuming a singular potential to ensure that the order parameter takes its values in between 0 and 1, we first analyse the control-to-state operator and prove the existence of at least one optimal control, establishing the validity of first-order optimality conditions. Then, under suitable assumptions, we demonstrate second-order optimality conditions.

Optimal control of the fidelity coefficient in a Cahn–Hilliard image inpainting model / E. Beretta, C. Cavaterra, M. Fornoni, M. Grasselli. - In: ESAIM. COCV. - ISSN 1292-8119. - 31:(2025 Jul 18), pp. 62.1-62.44. [10.1051/cocv/2025048]

Optimal control of the fidelity coefficient in a Cahn–Hilliard image inpainting model

C. Cavaterra
Secondo
;
M. Fornoni
Penultimo
;
2025

Abstract

We consider an inpainting model proposed by A. Bertozzi et al., which is based on a Cahn–Hilliard-type equation. This equation describes the evolution of an order parameter that represents an approximation of the original image occupying a bounded two-dimensional domain. The given image is assumed to be damaged in a fixed subdomain, and the equation is characterised by a linear reaction term. This term is multiplied by the so-called fidelity coefficient, which is a strictly positive bounded function defined in the undamaged region. The idea is that, given an initial image, the order parameter evolves towards the given image and this process properly diffuses through the boundary of the damaged region, restoring the damaged image, provided that the fidelity coefficient is large enough. Here, we formulate an optimal control problem based on this fact, namely, our cost functional accounts for the magnitude of the fidelity coefficient. Assuming a singular potential to ensure that the order parameter takes its values in between 0 and 1, we first analyse the control-to-state operator and prove the existence of at least one optimal control, establishing the validity of first-order optimality conditions. Then, under suitable assumptions, we demonstrate second-order optimality conditions.
English
Cahn–Hilliard equation; firstorder optimality condition; Inpainting; optimal control; second-order optimality condition; singular potential; strict separation property;
Settore MATH-03/A - Analisi matematica
Articolo
Esperti anonimi
Pubblicazione scientifica
   Assegnazione Dipartimenti di Eccellenza 2023-2027 - Dipartimento di MATEMATICA 'FEDERIGO ENRIQUES'
   DECC23_012
   MINISTERO DELL'UNIVERSITA' E DELLA RICERCA

   Partial differential equations and related geometric-functional inequalities.
   MINISTERO DELL'UNIVERSITA' E DELLA RICERCA
   20229M52AS_004
18-lug-2025
EDP Sciences
31
62
1
44
44
Pubblicato
Periodico con rilevanza internazionale
crossref
Aderisco
info:eu-repo/semantics/article
Optimal control of the fidelity coefficient in a Cahn–Hilliard image inpainting model / E. Beretta, C. Cavaterra, M. Fornoni, M. Grasselli. - In: ESAIM. COCV. - ISSN 1292-8119. - 31:(2025 Jul 18), pp. 62.1-62.44. [10.1051/cocv/2025048]
open
Prodotti della ricerca::01 - Articolo su periodico
4
262
Article (author)
Periodico con Impact Factor
E. Beretta, C. Cavaterra, M. Fornoni, M. Grasselli
File in questo prodotto:
File Dimensione Formato  
cocv250029.pdf

accesso aperto

Tipologia: Publisher's version/PDF
Licenza: Creative commons
Dimensione 805.86 kB
Formato Adobe PDF
805.86 kB Adobe PDF Visualizza/Apri
Pubblicazioni consigliate

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/2434/1190360
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 0
  • ???jsp.display-item.citation.isi??? 0
  • OpenAlex 0
social impact