| 1. Identity statement | |
| Reference Type | Journal Article |
| Site | mtc-m16c.sid.inpe.br |
| Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S |
| Identifier | 6qtX3pFwXQZGivnK3Y/UzAi2 |
| Repository | sid.inpe.br/mtc-m18@80/2008/06.26.19.09 (restricted access) |
| Last Update | 2008:06.26.19.09.03 (UTC) administrator |
| Metadata Repository | sid.inpe.br/mtc-m18@80/2008/06.26.19.09.04 |
| Metadata Last Update | 2021:07.18.04.01.47 (UTC) administrator |
| Secondary Key | INPE--PRE/ |
| DOI | 10.1016/j.jastp.2008.03.018 |
| ISSN | 1364-6826 |
| Citation Key | HärterCampRempChia:2008:NeNeAu |
| Title | Neural networks in auroral data assimilation  |
| Year | 2008 |
| Month | July |
| Access Date | 2024, Apr. 28 |
| Secondary Type | PRE PI |
| Number of Files | 1 |
| Size | 473 KiB |
| 2. Context | |
| Author | 1 Härter, Fabrício Pereira 2 Campos Velho, Haroldo Fraga de 3 Rempel, Érico Luiz 4 Chian, Abraham Chian Long |
| Resume Identifier | 1 2 8JMKD3MGP5W/3C9JHC3 |
| Group | 1 LAC-CTE-INPE-MCT-BR 2 LAC-CTE-INPE-MCT-BR 3 4 DGE-CEA-INPE-MCT-BR |
| Affiliation | 1 Instituto Nacional de Pesquisas Espaciais (INPE) 2 Instituto Nacional de Pesquisas Espaciais (INPE) 3 Instituto Tecnológico de Aeronáutica 4 Instituto Nacional de Pesquisas Espaciais (INPE) |
| Journal | Journal of Atmospheric and Solar-Terrestrial Physics |
| Volume | 70 |
| Number | 10 |
| Pages | 1243-1250 |
| History (UTC) | 2008-12-15 13:12:28 :: simone -> administrator :: 2021-07-18 04:01:47 :: administrator -> marciana :: 2008 |
| 3. Content and structure | |
| Is the master or a copy? | is the master |
| Content Stage | completed |
| Transferable | 1 |
| Content Type | External Contribution |
| Keywords | Auroral radio emissions Nonlinear dynamics Chaos Data assimilation Kalman filter Neural networks |
| Abstract | Data assimilation is an essential step for improving space weather forecasting by means of a weighted combination between observational data and data from a mathematical model. In the present work data assimilation methods based on Kalman filter (KF) and artificial neural networks are applied to a three-wave model of auroral radio emissions. A novel data assimilation method is presented, whereby a multilayer perceptron neural network is trained to emulate a KF for data assimilation by using cross-validation. The results obtained render support for the use of neural networks as an assimilation technique for space weather prediction. |
| Area | COMP |
| Arrangement 1 | urlib.net > BDMCI > Fonds > Produção anterior à 2021 > LABAC > Neural networks in... |
| Arrangement 2 | urlib.net > BDMCI > Fonds > Produção anterior à 2021 > DIDGE > Neural networks in... |
| doc Directory Content | access |
| source Directory Content | there are no files |
| agreement Directory Content | there are no files |
| 4. Conditions of access and use | |
| Language | en |
| Target File | neural.pdf |
| User Group | administrator simone |
| Visibility | shown |
| Archiving Policy | denypublisher denyfinaldraft24 |
| Read Permission | deny from all and allow from 150.163 |
| 5. Allied materials | |
| Next Higher Units | 8JMKD3MGPCW/3ESGTTP 8JMKD3MGPCW/3EU29DP |
| Dissemination | WEBSCI; PORTALCAPES; AGU; MGA; COMPENDEX. |
| Host Collection | sid.inpe.br/mtc-m18@80/2008/03.17.15.17 |
| 6. Notes | |
| Empty Fields | alternatejournal archivist callnumber copyholder copyright creatorhistory descriptionlevel documentstage e-mailaddress electronicmailaddress format isbn label lineage mark mirrorrepository nextedition notes orcid parameterlist parentrepositories previousedition previouslowerunit progress project readergroup rightsholder schedulinginformation secondarydate secondarymark session shorttitle sponsor subject tertiarymark tertiarytype typeofwork url versiontype |
| 7. Description control | |
| e-Mail (login) | marciana |
| update | |