| 1. Identity statement | ||||
| Reference Type | Journal Article | |||
| Site | mtc-m21c.sid.inpe.br | |||
| Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S | |||
| Identifier | 8JMKD3MGP3W34R/42PR5PL | |||
| Repository | sid.inpe.br/mtc-m21c/2020/07.02.12.12 (restricted access) | |||
| Last Update | 2020:07.02.12.12.16 (UTC) simone | |||
| Metadata Repository | sid.inpe.br/mtc-m21c/2020/07.02.12.12.16 | |||
| Metadata Last Update | 2022:01.04.01.35.15 (UTC) administrator | |||
| DOI | 10.1007/s00024-019-02386-y | |||
| ISSN | 0033-4553 | |||
| Citation Key | AnochiTorrCamp:2020:TwGeAp | |||
| Title | Two geoscience applications by optimal neural network architecture  | |||
| Year | 2020 | |||
| Month | June | |||
| Access Date | 2024, May 17 | |||
| Type of Work | journal article | |||
| Secondary Type | PRE PI | |||
| Number of Files | 1 | |||
| Size | 4383 KiB | |||
| 2. Context | ||||
| Author | 1 Anochi, Juliana Aparecida 2 Torres, Reynier Hernández 3 Campos Velho, Haroldo Fraga de | |||
| Resume Identifier | 1 2 3 8JMKD3MGP5W/3C9JHC3 | |||
| ORCID | 1 0000-0003-0769-9750 2 0000-0003-1554-5145 3 0000-0003-4968-5330 | |||
| Group | 1 DIDOP-CGCPT-INPE-MCTIC-GOV-BR 2 COAMZ-CGOBT-INPE-MCTIC-GOV-BR 3 LABAC-COCTE-INPE-MCTIC-GOV-BR | |||
| Affiliation | 1 Instituto Nacional de Pesquisas Espaciais (INPE) 2 Instituto Nacional de Pesquisas Espaciais (INPE) 3 Instituto Nacional de Pesquisas Espaciais (INPE) | |||
| Author e-Mail Address | 1 juliana.anochi@inpe.br 2 reynier.torres@inpe.br 3 haroldo.camposvelho@inpe.br | |||
| Journal | Pure and Applied Geophysics | |||
| Volume | 177 | |||
| Number | 6 | |||
| Pages | 2663-268 | |||
| Secondary Mark | A2_GEOCIÊNCIAS A2_CIÊNCIAS_AGRÁRIAS_I B1_BIODIVERSIDADE B2_CIÊNCIAS_BIOLÓGICAS_I B3_ASTRONOMIA_/_FÍSICA | |||
| History (UTC) | 2020-07-02 12:12:16 :: simone -> administrator :: 2020-07-02 12:12:17 :: administrator -> simone :: 2020 2020-07-02 12:12:38 :: simone -> administrator :: 2020 2022-01-04 01:35:15 :: administrator -> simone :: 2020 | |||
| 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 | Metaheuristics optimization problem neural network data assimilation climate precipitation prediction monoobjective problem multi-objective problem | |||
| Abstract | Nowadays, artificial neural networks have been successfully applied on several research and application fields. An appropriate configuration for a neural network is a complex task, and it often requires the knowledge of an expert on the application. A technique for automatic configuration for a neural network is formulated as an optimization problem. Two strategies are considered: a mono-objective minimization problem, using multiparticle collision algorithm (MPCA); and a multi-objective minimization problem addressed by the non-dominated sorting genetic algorithm (NSGA-II). The proposed optimization approaches were tested for two application in geosciences: data assimilation for wave evolution equation, and the mesoscale seasonal climate prediction for precipitation. Better results with automatic configuration were obtained for data assimilation than those obtained by network defined by an expert. For climate seasonal precipitation, automatic configuration presented better predictions were presented than ones carried out by an expert. For the worked examples, the NSGA-II presented a superior result for the worked experiments. | |||
| Area | MET | |||
| Arrangement 1 | urlib.net > BDMCI > Fonds > Produção anterior à 2021 > LABAC > Two geoscience applications... | |||
| Arrangement 2 | urlib.net > BDMCI > Fonds > Produção anterior à 2021 > COAMZ > Two geoscience applications... | |||
| Arrangement 3 | urlib.net > BDMCI > Fonds > Produção anterior à 2021 > DIDOP > Two geoscience applications... | |||
| doc Directory Content | access | |||
| source Directory Content | there are no files | |||
| agreement Directory Content |
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| 4. Conditions of access and use | ||||
| Language | en | |||
| Target File | anochi_two.pdf | |||
| User Group | simone | |||
| Reader Group | administrator simone | |||
| Visibility | shown | |||
| Archiving Policy | denypublisher denyfinaldraft12 | |||
| Read Permission | deny from all and allow from 150.163 | |||
| Update Permission | not transferred | |||
| 5. Allied materials | ||||
| Next Higher Units | 8JMKD3MGPCW/3ESGTTP 8JMKD3MGPCW/3ETL435 8JMKD3MGPCW/43SQKNE | |||
| Citing Item List | sid.inpe.br/bibdigital/2013/09.22.23.14 3 sid.inpe.br/mtc-m21/2012/07.13.14.49.40 2 sid.inpe.br/bibdigital/2013/09.29.19.53 2 | |||
| Dissemination | WEBSCI; PORTALCAPES; COMPENDEX; SCOPUS. | |||
| 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 label lineage mark mirrorrepository nextedition notes parameterlist parentrepositories previousedition previouslowerunit progress project rightsholder schedulinginformation secondarydate secondarykey session shorttitle sponsor subject tertiarymark tertiarytype url | |||
| 7. Description control | ||||
| e-Mail (login) | simone | |||
| update | ||||