Articles | Volume 25, issue 10
https://doi.org/10.5194/nhess-25-3827-2025
https://doi.org/10.5194/nhess-25-3827-2025
Research article
 | 
08 Oct 2025
Research article |  | 08 Oct 2025

Could seismo-volcanic catalogs be improved or created using weakly supervised approaches with pre-trained systems?

Manuel Titos, Carmen Benítez, Luca D'Auria, Milad Kowsari, and Jesús Miguel Ibáñez

Download

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • RC1: 'Comment on nhess-2024-102', Gordon Woo, 27 Aug 2024
    • AC1: 'Reply on RC1', Manuel Titos Luzon, 17 Oct 2024
  • RC2: 'Comment on nhess-2024-102', Anonymous Referee #2, 28 Aug 2024
    • AC2: 'Reply on RC2', Manuel Titos Luzon, 17 Oct 2024
  • RC3: 'Comment on nhess-2024-102', Anonymous Referee #3, 29 Aug 2024
    • AC5: 'Reply on RC3', Manuel Titos Luzon, 17 Oct 2024
  • RC4: 'Comment on nhess-2024-102', Anonymous Referee #4, 06 Sep 2024
    • AC4: 'Reply on RC4', Manuel Titos Luzon, 17 Oct 2024
  • RC5: 'Comment on nhess-2024-102', Anonymous Referee #5, 06 Sep 2024
    • AC6: 'Reply on RC5', Manuel Titos Luzon, 17 Oct 2024
  • RC6: 'Comment on nhess-2024-102', Anonymous Referee #6, 06 Sep 2024
    • AC7: 'Reply on RC6', Manuel Titos Luzon, 17 Oct 2024
  • RC7: 'Comment on nhess-2024-102', Anonymous Referee #7, 09 Sep 2024
    • AC3: 'Reply on RC7', Manuel Titos Luzon, 17 Oct 2024
  • RC8: 'Comment on nhess-2024-102', Anonymous Referee #8, 20 Sep 2024
    • AC8: 'Reply on RC8', Manuel Titos Luzon, 17 Oct 2024

Peer review completion

AR: Author's response | RR: Referee report | ED: Editor decision | EF: Editorial file upload
ED: Reconsider after major revisions (further review by editor and referees) (01 Nov 2024) by Maria Ana Baptista
AR by Manuel Titos Luzon on behalf of the Authors (12 Dec 2024)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (17 Jan 2025) by Maria Ana Baptista
RR by Gordon Woo (22 Jan 2025)
RR by Anonymous Referee #3 (24 Jan 2025)
RR by Anonymous Referee #5 (03 Feb 2025)
RR by Anonymous Referee #8 (06 Feb 2025)
ED: Reconsider after major revisions (further review by editor and referees) (06 Feb 2025) by Maria Ana Baptista
AR by Manuel Titos Luzon on behalf of the Authors (12 Mar 2025)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (12 Mar 2025) by Maria Ana Baptista
RR by Anonymous Referee #1 (25 Mar 2025)
RR by Anonymous Referee #8 (03 Apr 2025)
ED: Reconsider after major revisions (further review by editor and referees) (06 Jun 2025) by Veronica Pazzi
AR by Manuel Titos Luzon on behalf of the Authors (11 Jun 2025)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (25 Jun 2025) by Veronica Pazzi
RR by Anonymous Referee #1 (05 Jul 2025)
RR by Anonymous Referee #8 (11 Jul 2025)
ED: Publish subject to minor revisions (review by editor) (15 Jul 2025) by Veronica Pazzi
AR by Manuel Titos Luzon on behalf of the Authors (17 Jul 2025)  Author's response   Author's tracked changes   Manuscript 
ED: Publish as is (24 Jul 2025) by Veronica Pazzi
AR by Manuel Titos Luzon on behalf of the Authors (25 Jul 2025)  Manuscript 
Download
Short summary
Developing seismo-volcanic monitoring tools is crucial for volcanic observatories. Our study reviews current methods using transfer learning techniques and finds that while these systems identify nearly 90 % of seismic events, they miss other important volcanic data due to the catalog-learning bias. We propose a weakly supervised technique to reduce bias and uncover new volcanic information. This method can improve existing databases and efficiently create new ones using machine learning.
Share
Altmetrics
Final-revised paper
Preprint