| 1. Identity statement | |
| Reference Type | Journal Article |
| Site | plutao.sid.inpe.br |
| Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S |
| Identifier | 8JMKD3MGP3W/474P3R2 |
| Repository | sid.inpe.br/plutao/2022/06.15.13.04.48 (restricted access) |
| Last Update | 2022:06.20.13.49.37 (UTC) lattes |
| Metadata Repository | sid.inpe.br/plutao/2022/06.15.13.04.49 |
| Metadata Last Update | 2023:01.03.16.52.55 (UTC) administrator |
| DOI | 10.14529/jsfi220105 |
| ISSN | 2409-6008 |
| Label | lattes: 5142426481528206 1 CamposVelhoFSBWSCC:2022:PaIm |
| Citation Key | CamposVelhoFSBWSCC:2022:PaIm |
| Title | Data Assimilation by Neural Network for Ocean Circulation: Parallel Implementation  |
| Year | 2022 |
| Access Date | 2024, May 16 |
| Type of Work | journal article |
| Secondary Type | PRE PI |
| Number of Files | 1 |
| Size | 881 KiB |
| 2. Context | |
| Author | 1 Campos Velho, Haroldo Fraga de 2 Furtado, Helaine Cristina Morais 3 Sambatti, Sabrina Bérgoch Monteiro 4 Barros, Carla Osthoff Ferreira de 5 Welter, Maria Eugenia Sausen 6 Souto, Roberto Pinto 7 Carvalho, Diego 8 Cardoso, Douglas O. |
| Resume Identifier | 1 8JMKD3MGP5W/3C9JHC3 |
| Group | 1 COPDT-CGIP-INPE-MCTI-GOV-BR |
| Affiliation | 1 Instituto Nacional de Pesquisas Espaciais (INPE) 2 Universidade Federal do Oeste do Pará (UFOPA) 3 4 Laboratório Nacional de Computação Científica (LNCC) 5 Laboratório Nacional de Computação Científica (LNCC) 6 Laboratório Nacional de Computação Científica (LNCC) 7 Centro Federal de Educação Tecnológica Celso Suckow da Fonseca 8 Centro Federal de Educação Tecnológica Celso Suckow da Fonseca |
| Author e-Mail Address | 1 haroldo.camposvelho@inpe.br |
| Journal | Supercomputing Frontiers and Innovations |
| Volume | 9 |
| Number | 1 |
| Pages | 74-86 |
| History (UTC) | 2022-06-20 13:49:38 :: lattes -> administrator :: 2022 2023-01-03 16:52:55 :: administrator -> simone :: 2022 |
| 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 |
| Keywords | Data assimilation Articial Neural Network Shallow water equations Parallel processing |
| Abstract | Data assimilation (DA) is an essential issue for operational prediction centers, where a com-puter code is applied to simulate physical phenomena by solving differential equations. The pro-cedure to determine the best initial condition combining data from observation and previousforecasting (background) is carried out by a data assimilation method. The Kalman filter (KF) isa technique for data assimilation, but it is computationally expensive. An approach to reduce thecomputational effort for DA is to emulate the KF by a neural network. The multi-layer perceptronneural network (MLP-NN) is employed to emulate the Kalman in a 2D ocean circulation model,and algorithmic complexity to KF and NN is presented. A shallow-water system models the oceandynamics. Synthetic measurements are used for evaluating the MLP-NN for the data assimilationprocess. Here, a parallel version for the DA procedure by the neural network is described andtested, showing the performance improvement for a parallel version of the NN-DA. |
| Area | COMP |
| Arrangement | urlib.net > BDMCI > Fonds > Produção a partir de 2021 > CGIP > Data Assimilation by... |
| 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 | superfri-2022-1-74-86.pdf |
| User Group | lattes |
| Reader Group | administrator lattes |
| Visibility | shown |
| Read Permission | deny from all and allow from 150.163 |
| Update Permission | not transferred |
| 5. Allied materials | |
| Next Higher Units | 8JMKD3MGPCW/46KUES5 |
| Citing Item List | sid.inpe.br/mtc-m21/2012/07.13.14.49.40 3 sid.inpe.br/bibdigital/2022/04.03.23.11 2 |
| URL (untrusted data) | https://superfri.org/index.php/superfri/issue/view/33 |
| Dissemination | PORTALCAPES; SCOPUS. |
| Host Collection | dpi.inpe.br/plutao@80/2008/08.19.15.01 |
| 6. Notes | |
| Empty Fields | alternatejournal archivingpolicy archivist callnumber copyholder copyright creatorhistory descriptionlevel e-mailaddress format isbn lineage mark mirrorrepository month nextedition notes orcid parameterlist parentrepositories previousedition previouslowerunit progress project rightsholder schedulinginformation secondarydate secondarykey secondarymark session shorttitle sponsor subject tertiarymark tertiarytype |
| 7. Description control | |
| e-Mail (login) | simone |
| update | |