| 1. Identity statement | ||||
| Reference Type | Journal Article | |||
| Site | mtc-m21c.sid.inpe.br | |||
| Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S | |||
| Identifier | 8JMKD3MGP3W34R/449CR55 | |||
| Repository | sid.inpe.br/mtc-m21c/2021/03.02.17.56 | |||
| Last Update | 2021:06.02.12.04.04 (UTC) administrator | |||
| Metadata Repository | sid.inpe.br/mtc-m21c/2021/03.02.17.56.31 | |||
| Metadata Last Update | 2022:04.03.23.14.26 (UTC) administrator | |||
| DOI | 10.1590/0001-3765202120200862 | |||
| ISSN | 0001-3765 | |||
| Citation Key | ArantesFoRosaGuim:2021:InSuCl | |||
| Title | Intelligent supernovae classification systems in the kdust context  | |||
| Year | 2021 | |||
| Access Date | 2025, June 02 | |||
| Type of Work | journal article | |||
| Secondary Type | PRE PN | |||
| Number of Files | 1 | |||
| Size | 3326 KiB | |||
| 2. Context | ||||
| Author | 1 Arantes Filho, Luís R. 2 Rosa, Reinaldo Roberto 3 Guimarães, Lamartine N. F. | |||
| Resume Identifier | 1 2 8JMKD3MGP5W/3C9JJ5D | |||
| ORCID | 1 0000-0002-8470-8377 2 0000-0002-2962-4322 3 0000-0002-0302-9162 | |||
| Group | 1 CAP-COMP-DIPGR-INPE-MCTI-GOV-BR 2 COPDT-CGIP-INPE-MCTI-GOV-BR | |||
| Affiliation | 1 Instituto Nacional de Pesquisas Espaciais (INPE) 2 Instituto Nacional de Pesquisas Espaciais (INPE) 3 Departamento de Ciência e Tecnologia Aeroespacial (DCTA) | |||
| Author e-Mail Address | 1 2 reinaldo.rosa@inpe.br | |||
| Journal | Anais da Academia Brasileira de Ciências | |||
| Volume | 93 | |||
| Pages | e20200862 | |||
| Secondary Mark | A1_INTERDISCIPLINAR A1_ENGENHARIAS_III A2_PLANEJAMENTO_URBANO_E_REGIONAL_/_DEMOGRAFIA A2_GEOGRAFIA A2_ENSINO A2_ENGENHARIAS_IV A2_CIÊNCIAS_AMBIENTAIS A2_BIODIVERSIDADE A2_ANTROPOLOGIA_/_ARQUEOLOGIA B1_ZOOTECNIA_/_RECURSOS_PESQUEIROS B1_PSICOLOGIA B1_NUTRIÇÃO B1_MEDICINA_VETERINÁRIA B1_GEOCIÊNCIAS B1_ENGENHARIAS_II B1_ENGENHARIAS_I B1_ENFERMAGEM B1_EDUCAÇÃO_FÍSICA B1_CIÊNCIAS_SOCIAIS_APLICADAS_I B1_CIÊNCIAS_AGRÁRIAS_I B2_SAÚDE_COLETIVA B2_QUÍMICA B2_MEDICINA_III B2_MEDICINA_II B2_MEDICINA_I B2_MATERIAIS B2_MATEMÁTICA_/_PROBABILIDADE_E_ESTATÍSTICA B2_FARMÁCIA B2_ECONOMIA B2_CIÊNCIA_DE_ALIMENTOS B2_CIÊNCIA_DA_COMPUTAÇÃO B3_CIÊNCIAS_BIOLÓGICAS_II B3_CIÊNCIAS_BIOLÓGICAS_I B3_BIOTECNOLOGIA B3_ASTRONOMIA_/_FÍSICA B4_CIÊNCIAS_BIOLÓGICAS_III | |||
| History (UTC) | 2021-03-02 17:56:31 :: simone -> administrator :: 2021-03-02 17:56:35 :: administrator -> simone :: 2021 2021-06-02 12:04:04 :: simone -> administrator :: 2021 2022-04-03 23:14:26 :: administrator -> simone :: 2021 | |||
| 3. Content and structure | ||||
| Is the master or a copy? | is the master | |||
| Content Stage | completed | |||
| Transferable | 1 | |||
| Content Type | External Contribution | |||
| Version Type | publisher | |||
| Abstract | With the advent of large astronomical surveys plus multi-messenger astronomy, both automatic detection and classification of Type Ia supernovae have been addressed by different machine learning techniques. In this article we present three solutions aimed at the future spectrometer of the KDUST project, within a scope of benchmark, considering three different methodologies. The systems presented here are the following: CINTIA (based on hierarchical neural network architecture), SUZAN (which incorporates the solution known as fuzzy systems) and DANI (based on Deep Learning with Convolutional Neural Networks). The characteristics of the systems are presented and the benchmark is performed considering a data set containing 15.134 spectra. The best performance is obtained by the DANI architecture which provides 96% accuracy in the classification of Type Ia supernovae in relation to other spectral types. | |||
| Area | COMP | |||
| Arrangement 1 | urlib.net > BDMCI > Fonds > Produção pgr ATUAIS > CAP > Intelligent supernovae classification... | |||
| Arrangement 2 | urlib.net > BDMCI > Fonds > Produção a partir de 2021 > CGIP > Intelligent supernovae classification... | |||
| doc Directory Content | access | |||
| source Directory Content | there are no files | |||
| agreement Directory Content |
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| 4. Conditions of access and use | ||||
| data URL | http://urlib.net/ibi/8JMKD3MGP3W34R/449CR55 | |||
| zipped data URL | http://urlib.net/zip/8JMKD3MGP3W34R/449CR55 | |||
| Language | en | |||
| Target File | download.pdf | |||
| User Group | simone | |||
| Reader Group | administrator simone | |||
| Visibility | shown | |||
| Archiving Policy | allowpublisher allowfinaldraft | |||
| Update Permission | not transferred | |||
| 5. Allied materials | ||||
| Next Higher Units | 8JMKD3MGPCW/3F2PHGS 8JMKD3MGPCW/46KUES5 | |||
| Citing Item List | sid.inpe.br/bibdigital/2013/10.12.22.16 13 sid.inpe.br/bibdigital/2022/04.03.23.11 9 sid.inpe.br/mtc-m21/2012/07.13.14.58.50 5 | |||
| Dissemination | WEBSCI; PORTALCAPES; SCIELO. | |||
| Host Collection | urlib.net/www/2017/11.22.19.04 | |||
| 6. Notes | ||||
| Empty Fields | alternatejournal archivist callnumber copyholder copyright creatorhistory descriptionlevel e-mailaddress format isbn keywords label lineage mark mirrorrepository month nextedition notes number parameterlist parentrepositories previousedition previouslowerunit progress project readpermission rightsholder schedulinginformation secondarydate secondarykey session shorttitle sponsor subject tertiarymark tertiarytype url | |||
| 7. Description control | ||||
| e-Mail (login) | simone | |||
| update | ||||