{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,30]],"date-time":"2026-04-30T12:20:06Z","timestamp":1777551606685,"version":"3.51.4"},"reference-count":43,"publisher":"MDPI AG","issue":"2","license":[{"start":{"date-parts":[[2024,1,26]],"date-time":"2024-01-26T00:00:00Z","timestamp":1706227200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Proyecto Plan Regional by FUNDACION PARA LA INVESTIGACION CIENTIFICA Y TECNICA FICYT","award":["SV-PA-21-AYUD\/2021\/51301"],"award-info":[{"award-number":["SV-PA-21-AYUD\/2021\/51301"]}]},{"name":"Proyecto Plan Regional by FUNDACION PARA LA INVESTIGACION CIENTIFICA Y TECNICA FICYT","award":["MCIU-22-PID2021-127331NB-I00"],"award-info":[{"award-number":["MCIU-22-PID2021-127331NB-I00"]}]},{"name":"Proyecto Plan Regional by FUNDACION PARA LA INVESTIGACION CIENTIFICA Y TECNICA FICYT","award":["MCINN-23-PID2022-139198NB-I00"],"award-info":[{"award-number":["MCINN-23-PID2022-139198NB-I00"]}]},{"name":"Plan Nacional by Ministerio de Ciencia, Innovaci\u00f3n y Universidades, Spain","award":["SV-PA-21-AYUD\/2021\/51301"],"award-info":[{"award-number":["SV-PA-21-AYUD\/2021\/51301"]}]},{"name":"Plan Nacional by Ministerio de Ciencia, Innovaci\u00f3n y Universidades, Spain","award":["MCIU-22-PID2021-127331NB-I00"],"award-info":[{"award-number":["MCIU-22-PID2021-127331NB-I00"]}]},{"name":"Plan Nacional by Ministerio de Ciencia, Innovaci\u00f3n y Universidades, Spain","award":["MCINN-23-PID2022-139198NB-I00"],"award-info":[{"award-number":["MCINN-23-PID2022-139198NB-I00"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Axioms"],"abstract":"<jats:p>The transit method allows the detection and characterization of planetary systems by analyzing stellar light curves. Convolutional neural networks appear to offer a viable solution for automating these analyses. In this research, two 1D convolutional neural network models, which work with simulated light curves in which transit-like signals were injected, are presented. One model operates on complete light curves and estimates the orbital period, and the other one operates on phase-folded light curves and estimates the semimajor axis of the orbit and the square of the planet-to-star radius ratio. Both models were tested on real data from TESS light curves with confirmed planets to ensure that they are able to work with real data. The results obtained show that 1D CNNs are able to characterize transiting exoplanets from their host star\u2019s detrended light curve and, furthermore, reducing both the required time and computational costs compared with the current detection and characterization algorithms.<\/jats:p>","DOI":"10.3390\/axioms13020083","type":"journal-article","created":{"date-parts":[[2024,1,30]],"date-time":"2024-01-30T12:06:58Z","timestamp":1706616418000},"page":"83","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Computing Transiting Exoplanet Parameters with 1D Convolutional Neural Networks"],"prefix":"10.3390","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5903-9899","authenticated-orcid":false,"given":"Santiago","family":"Iglesias \u00c1lvarez","sequence":"first","affiliation":[{"name":"Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), C. Independencia 13, 33004 Oviedo, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5826-9892","authenticated-orcid":false,"given":"Enrique","family":"D\u00edez Alonso","sequence":"additional","affiliation":[{"name":"Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), C. Independencia 13, 33004 Oviedo, Spain"},{"name":"Departamento de Matem\u00e1ticas, Facultad de Ciencias, Universidad de Oviedo, 33007 Oviedo, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4249-1026","authenticated-orcid":false,"given":"Mar\u00eda Luisa","family":"S\u00e1nchez Rodr\u00edguez","sequence":"additional","affiliation":[{"name":"Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), C. Independencia 13, 33004 Oviedo, Spain"},{"name":"Departamento de F\u00edsica, Universidad de Oviedo, 33007 Oviedo, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2718-2022","authenticated-orcid":false,"given":"Javier","family":"Rodr\u00edguez Rodr\u00edguez","sequence":"additional","affiliation":[{"name":"Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), C. Independencia 13, 33004 Oviedo, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4161-778X","authenticated-orcid":false,"given":"Sa\u00fal","family":"P\u00e9rez Fern\u00e1ndez","sequence":"additional","affiliation":[{"name":"Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), C. Independencia 13, 33004 Oviedo, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9660-7944","authenticated-orcid":false,"given":"Francisco Javier","family":"de Cos Juez","sequence":"additional","affiliation":[{"name":"Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), C. Independencia 13, 33004 Oviedo, Spain"},{"name":"Departamento de Explotaci\u00f3n y Prospecci\u00f3n Minera, Universidad de Oviedo, 33004 Oviedo, Spain"}]}],"member":"1968","published-online":{"date-parts":[[2024,1,26]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1038\/355145a0","article-title":"A planetary system around the millisecond pulsar PSR1257 + 12","volume":"355","author":"Wolszczan","year":"1992","journal-title":"Nature"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"L45","DOI":"10.1086\/312457","article-title":"Detection of Planetary Transits Across a Sun-like Star","volume":"529","author":"Charbonneau","year":"2000","journal-title":"Astrophys. J."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"L41","DOI":"10.1086\/312458","article-title":"A Transiting \u201c51 Peg\u2013like\u201d Planet","volume":"529","author":"Henry","year":"2000","journal-title":"Astrophys. 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