Learning cardiac activation and repolarization times with operator learning

Giovanni Ziarelli; Edoardo Centofanti; Nicola Parolini; Simone Scacchi; Marco Verani; Luca F. Pavarino

doi:10.1371/journal.pcbi.1013920

Loading metrics

Open Access

Peer-reviewed

Research Article

Learning cardiac activation and repolarization times with operator learning

Giovanni Ziarelli ,

Contributed equally to this work with: Giovanni Ziarelli, Edoardo Centofanti

Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

* E-mail: giovanni.ziarelli@unimi.it

Affiliation Dipartimento di Matematica, Università di Milano, Milano, Italy

https://orcid.org/0000-0003-0324-2067

⨯
Edoardo Centofanti ,

Contributed equally to this work with: Giovanni Ziarelli, Edoardo Centofanti

Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Dipartimento di Matematica, Università di Pavia, Pavia, Italy

https://orcid.org/0000-0001-6834-0982

⨯
Nicola Parolini,

Roles Conceptualization, Formal analysis, Investigation, Methodology, Project administration, Supervision, Validation, Writing – review & editing

Affiliation MOX Laboratory - Dipartimento di Matematica, Politecnico di Milano, Milano, Italy
⨯
Simone Scacchi,

Roles Conceptualization, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Writing – review & editing

Affiliation Dipartimento di Matematica, Università di Milano, Milano, Italy
⨯
Marco Verani,

Roles Conceptualization, Formal analysis, Investigation, Methodology, Project administration, Supervision, Validation, Writing – review & editing

Affiliation MOX Laboratory - Dipartimento di Matematica, Politecnico di Milano, Milano, Italy
⨯
Luca F. Pavarino

Roles Conceptualization, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Validation, Writing – review & editing

Affiliation Dipartimento di Matematica, Università di Pavia, Pavia, Italy
⨯

Learning cardiac activation and repolarization times with operator learning

Giovanni Ziarelli,
Edoardo Centofanti,
Nicola Parolini,
Simone Scacchi,
Marco Verani,
Luca F. Pavarino

Published: January 27, 2026
https://doi.org/10.1371/journal.pcbi.1013920

Reader Comments (0)

Post a new comment on this article

Subject Areas
?

For more information about PLOS Subject Areas, click here.
We want your feedback. Do these Subject Areas make sense for this article? Click the target next to the incorrect Subject Area and let us know. Thanks for your help!

Machine learning
Is the Subject Area "Machine learning" applicable to this article?

Thanks for your feedback.
Kernel functions
Is the Subject Area "Kernel functions" applicable to this article?

Thanks for your feedback.
Membrane potential
Is the Subject Area "Membrane potential" applicable to this article?

Thanks for your feedback.
Endocardium
Is the Subject Area "Endocardium" applicable to this article?

Thanks for your feedback.
Epicardium
Is the Subject Area "Epicardium" applicable to this article?

Thanks for your feedback.
Simulation and modeling
Is the Subject Area "Simulation and modeling" applicable to this article?

Thanks for your feedback.
Cardiac ventricles
Is the Subject Area "Cardiac ventricles" applicable to this article?

Thanks for your feedback.
Partial differential equations
Is the Subject Area "Partial differential equations" applicable to this article?

Thanks for your feedback.