{ "labelLang" : "hun", "responseDate" : "2024-03-29 07:06", "content" : { "otype" : "BookChapter", "mtid" : 32079890, "status" : "APPROVED", "published" : true, "comment" : "Poszter", "unhandledTickets" : 0, "deleted" : false, "lastRefresh" : "2023-07-12T10:20:13.158+0000", "lastModified" : "2023-07-12T10:14:01.223+0000", "created" : "2021-06-24T12:21:20.460+0000", "creator" : { "otype" : "Admin", "mtid" : 10066055, "link" : "/api/admin/10066055", "label" : "Turtóczki Tímea (MTA CSFK CSI Admin 5, admin)", "familyName" : "Turtóczki", "givenName" : "Tímea", "published" : false, "snippet" : true }, "lastDuplumOK" : "2023-07-12T10:14:01.490+0000", "lastDuplumSearch" : "2023-07-12T10:14:01.490+0000", "adminApproved" : "2021-06-25T11:05:13.805+0000", "adminApprover" : { "otype" : "Admin", "mtid" : 10066055, "link" : "/api/admin/10066055", "label" : "Turtóczki Tímea (MTA CSFK CSI Admin 5, admin)", "familyName" : "Turtóczki", "givenName" : "Tímea", "published" : false, "snippet" : true }, "core" : true, "citation" : false, "publicationPending" : false, "type" : { "otype" : "PublicationType", "mtid" : 31, "link" : "/api/publicationtype/31", "label" : "Egyéb konferenciaközlemény", "code" : 31, "otypeName" : "BookChapter", "listPosition" : 4, "published" : true, "oldId" : 31, "snippet" : true }, "subType" : { "otype" : "SubType", "mtid" : 10000175, "link" : "/api/subtype/10000175", "label" : "Absztrakt / Kivonat (Egyéb konferenciaközlemény)", "name" : "Absztrakt / Kivonat", "nameEng" : "Abstract", "docType" : { "otype" : "PublicationType", "mtid" : 31, "link" : "/api/publicationtype/31", "label" : "Egyéb konferenciaközlemény", "code" : 31, "otypeName" : "BookChapter", "listPosition" : 4, "published" : true, "oldId" : 31, "snippet" : true }, "listPosition" : 453, "published" : true, "oldId" : 10000175, "snippet" : true }, "category" : { "otype" : "Category", "mtid" : 1, "link" : "/api/category/1", "label" : "Tudományos", "published" : true, "oldId" : 1, "snippet" : true }, "languages" : [ { "otype" : "Language", "mtid" : 10002, "link" : "/api/language/10002", "label" : "Angol", "name" : "Angol", "nameEng" : "English", "published" : true, "oldId" : 2, "snippet" : true } ], "firstAuthor" : "Vida, Krisztián", "authorships" : [ { "otype" : "PersonAuthorship", "mtid" : 96667582, "link" : "/api/authorship/96667582", "label" : "Vida, Krisztián [Vida, Krisztián (Csillagászat), szerző] Konkoly Thege Miklós Csillagászati Intézet (CSFK)", "listPosition" : 1, "share" : 0.25, "first" : true, "last" : false, "corresponding" : false, "author" : { "otype" : "Author", "mtid" : 10017755, "link" : "/api/author/10017755", "label" : "Vida Krisztián (Csillagászat)", "familyName" : "Vida", "givenName" : "Krisztián", "published" : true, "oldId" : 10017755, "snippet" : true }, "familyName" : "Vida", "givenName" : "Krisztián", "authorTyped" : true, "editorTyped" : false, "otherTyped" : false, "type" : { "otype" : "AuthorshipType", "mtid" : 1, "link" : "/api/authorshiptype/1", "label" : "Szerző", "code" : 0, "published" : true, "oldId" : 0, "snippet" : true }, "published" : false, "snippet" : true }, { "otype" : "PersonAuthorship", "mtid" : 96667583, "link" : "/api/authorship/96667583", "label" : "Bódi, Attila [Bódi, Attila (Asztrofizika), szerző] Konkoly Thege Miklós Csillagászati Intézet (CSFK); MTA CSFK Lendület Lokális Kozmológia Kutatócsoport (CSFK / CSKI)", "listPosition" : 2, "share" : 0.25, "first" : false, "last" : false, "corresponding" : false, "author" : { "otype" : "Author", "mtid" : 10055061, "link" : "/api/author/10055061", "label" : "Bódi Attila (Asztrofizika)", "familyName" : "Bódi", "givenName" : "Attila", "published" : true, "oldId" : 10055061, "snippet" : true }, "familyName" : "Bódi", "givenName" : "Attila", "authorTyped" : true, "editorTyped" : false, "otherTyped" : false, "type" : { "otype" : "AuthorshipType", "mtid" : 1, "link" : "/api/authorshiptype/1", "label" : "Szerző", "code" : 0, "published" : true, "oldId" : 0, "snippet" : true }, "published" : false, "snippet" : true }, { "otype" : "PersonAuthorship", "mtid" : 96667584, "link" : "/api/authorship/96667584", "label" : "Szklenár, Tamás [Szklenár, Tamás (csillagászat), szerző] Konkoly Thege Miklós Csillagászati Intézet (CSFK)", "listPosition" : 3, "share" : 0.25, "first" : false, "last" : false, "corresponding" : false, "author" : { "otype" : "Author", "mtid" : 10083111, "link" : "/api/author/10083111", "label" : "Szklenár Tamás (csillagászat)", "familyName" : "Szklenár", "givenName" : "Tamás", "published" : true, "snippet" : true }, "familyName" : "Szklenár", "givenName" : "Tamás", "authorTyped" : true, "editorTyped" : false, "otherTyped" : false, "type" : { "otype" : "AuthorshipType", "mtid" : 1, "link" : "/api/authorshiptype/1", "label" : "Szerző", "code" : 0, "published" : true, "oldId" : 0, "snippet" : true }, "published" : false, "snippet" : true }, { "otype" : "PersonAuthorship", "mtid" : 96667585, "link" : "/api/authorship/96667585", "label" : "Seli, Bálint [Seli, Bálint Attila (csillagászat), szerző] Konkoly Thege Miklós Csillagászati Intézet (CSFK)", "listPosition" : 4, "share" : 0.25, "first" : false, "last" : true, "corresponding" : false, "author" : { "otype" : "Author", "mtid" : 10070829, "link" : "/api/author/10070829", "label" : "Seli Bálint Attila (csillagászat)", "familyName" : "Seli", "givenName" : "Bálint Attila", "published" : true, "snippet" : true }, "familyName" : "Seli", "givenName" : "Bálint", "authorTyped" : true, "editorTyped" : false, "otherTyped" : false, "type" : { "otype" : "AuthorshipType", "mtid" : 1, "link" : "/api/authorshiptype/1", "label" : "Szerző", "code" : 0, "published" : true, "oldId" : 0, "snippet" : true }, "published" : false, "snippet" : true } ], "title" : "Finding flares with recurrent deep neural networks", "identifiers" : [ { "otype" : "PublicationIdentifier", "mtid" : 18950766, "link" : "/api/publicationidentifier/18950766", "label" : "DOI: 10.5281/zenodo.4561594", "source" : { "otype" : "PlainSource", "mtid" : 6, "link" : "/api/publicationsource/6", "label" : "DOI", "type" : { "otype" : "PublicationSourceType", "mtid" : 10001, "link" : "/api/publicationsourcetype/10001", "label" : "DOI", "mayHaveOa" : true, "published" : true, "snippet" : true }, "name" : "DOI", "nameEng" : "DOI", "linkPattern" : "https://doi.org/@@@", "publiclyVisible" : true, "published" : true, "oldId" : 6, "snippet" : true }, "oaType" : "GOLD", "oaFree" : true, "validState" : "IDENTICAL", "idValue" : "10.5281/zenodo.4561594", "realUrl" : "https://doi.org/10.5281/zenodo.4561594", "published" : false, "snippet" : true }, { "otype" : "PublicationIdentifier", "mtid" : 18950765, "link" : "/api/publicationidentifier/18950765", "label" : "ADS: 2021csss.confE..39V", "source" : { "otype" : "PlainSource", "mtid" : 148, "link" : "/api/publicationsource/148", "label" : "ADS", "type" : { "otype" : "PublicationSourceType", "mtid" : 10003, "link" : "/api/publicationsourcetype/10003", "label" : "Indexelő adatbázis", "mayHaveOa" : false, "published" : true, "snippet" : true }, "name" : "ADS", "nameEng" : "ADS", "linkPattern" : "http://adsabs.harvard.edu/abs/@@@", "publiclyVisible" : true, "published" : true, "oldId" : 148, "snippet" : true }, "validState" : "IDENTICAL", "idValue" : "2021csss.confE..39V", "realUrl" : "http://adsabs.harvard.edu/abs/2021csss.confE..39V", "published" : false, "snippet" : true } ], "internalId" : "39", "firstPageOrInternalIdForSort" : "39", "publishedYear" : 2021, "abstractText" : "Stellar flares are an important aspect of magnetic activity—both for stellar evolution and circumstellar habitability viewpoints—but automatically and accurately finding them is still a challenge to researchers in the Big Data era of astronomy. We present an experiment to detect flares in space-borne photometric data using deep neural networks. Using a set of artificial data and real photometric data we trained a set of neural networks, and found that the best performing architectures were the recurrent neural networks (RNNs) using Long Short-Term Memory (LSTM) layers. The aim for the trained network is not just detect flares but also be able to distinguish typical false signals (e.g. maxima of RR Lyr stars) from real flares.", "subjects" : [ { "otype" : "Classification", "mtid" : 10244, "link" : "/api/classification/10244", "label" : "Csillagászat (benne az asztrofizika és az űrtudomány)", "published" : true, "snippet" : true } ], "keywords" : [ { "otype" : "Keyword", "mtid" : 2805, "link" : "/api/keyword/2805", "label" : "NEURAL NETWORKS", "published" : true, "oldId" : 2805, "snippet" : true }, { "otype" : "Keyword", "mtid" : 12390, "link" : "/api/keyword/12390", "label" : "machine learning", "published" : true, "oldId" : 12390, "snippet" : true }, { "otype" : "Keyword", "mtid" : 1169098, "link" : "/api/keyword/1169098", "label" : "FLARES", "published" : true, "oldId" : 1169098, "snippet" : true }, { "otype" : "Keyword", "mtid" : 1521996, "link" : "/api/keyword/1521996", "label" : "Stellar Activity", "published" : true, "snippet" : true } ], "digital" : true, "printed" : null, "sourceYear" : 2021, "foreignEdition" : true, "foreignLanguage" : true, "fullPublication" : false, "conferencePublication" : true, "nationalOrigin" : true, "missingAuthor" : false, "oaType" : "GOLD", "oaCheckDate" : "2023-07-12", "oaFree" : true, "oaLink" : "https://doi.org/10.5281/zenodo.4561594", "citationCount" : 0, "citationCountUnpublished" : 0, "citationCountWoOther" : 0, "independentCitCountWoOther" : 0, "nationalOriginCitationCount" : 0, "foreignEditionCitationCount" : 0, "doiCitationCount" : 0, "wosCitationCount" : 0, "scopusCitationCount" : 0, "wosScopusCitationCount" : 0, "wosScopusCitationCountWoOther" : 0, "wosScopusIndependentCitationCount" : 0, "wosScopusIndependentCitationCountWoOther" : 0, "independentCitationCount" : 0, "selfCitationCount" : 0, "unhandledCitationCount" : 0, "citingPubCount" : 0, "independentCitingPubCount" : 0, "citingPubCountWoOther" : 0, "independentCitingPubCountWoOther" : 0, "unhandledCitingPubCount" : 0, "citedPubCount" : 0, "citedCount" : 0, "hasCitationDuplums" : false, "userChangeableUntil" : "2021-06-24T11:05:13.672+0000", "directInstitutesForSort" : "Konkoly Thege Miklós Csillagászati Intézet (CSFK); MTA CSFK Lendület Lokális Kozmológia Kutatócsoport (CSFK / CSKI)", "ownerAuthorCount" : 4, "ownerInstituteCount" : 21, "directInstituteCount" : 2, "authorCount" : 4, "contributorCount" : 0, "book" : { "otype" : "Book", "mtid" : 32079885, "link" : "/api/publication/32079885", "label" : "The 20.5th Cambridge Workshop on Cool Stars, Stellar Systems, and the Sun (CS20.5). (2021)", "core" : false, "citation" : false, "publicationPending" : false, "type" : { "otype" : "PublicationType", "mtid" : 32, "link" : "/api/publicationtype/32", "label" : "Egyéb konferenciakötet", "code" : 32, "otypeName" : "Book", "listPosition" : 6, "published" : true, "oldId" : 32, "snippet" : true }, "category" : { "otype" : "Category", "mtid" : 1, "link" : "/api/category/1", "label" : "Tudományos", "published" : true, "oldId" : 1, "snippet" : true }, "languages" : [ { "otype" : "Language", "mtid" : 10002, "link" : "/api/language/10002", "label" : "Angol", "name" : "Angol", "nameEng" : "English", "published" : true, "oldId" : 2, "snippet" : true } ], "title" : "The 20.5th Cambridge Workshop on Cool Stars, Stellar Systems, and the Sun (CS20.5)", "identifiers" : [ ], "publishedAt" : [ ], "publishedYear" : 2021, "foreignEdition" : true, "foreignLanguage" : true, "fullPublication" : false, "conferencePublication" : true, "nationalOrigin" : true, "published" : true, "snippet" : true }, "hasQualityFactor" : false, "link" : "/api/publication/32079890", "label" : "Vida Krisztián et al. Finding flares with recurrent deep neural networks. (2021) Megjelent: The 20.5th Cambridge Workshop on Cool Stars, Stellar Systems, and the Sun (CS20.5)", "template" : "