1. Identity statement | |
Reference Type | Journal Article |
Site | mtc-m21c.sid.inpe.br |
Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S |
Identifier | 8JMKD3MGP3W34R/42EN8TP |
Repository | sid.inpe.br/mtc-m21c/2020/05.07.11.50 (restricted access) |
Last Update | 2020:05.07.11.50.45 (UTC) simone |
Metadata Repository | sid.inpe.br/mtc-m21c/2020/05.07.11.50.45 |
Metadata Last Update | 2021:01.02.22.16.36 (UTC) administrator |
ISSN | 1983-8409 2177-8833 |
Citation Key | AnochiCampHern:2019:ClPrPr |
Title | Climate precipitation prediction using optimal neural network architecture in Southeast Region of Brazil |
Year | 2019 |
Access Date | 2024, May 19 |
Type of Work | journal article |
Secondary Type | PRE PN |
Number of Files | 1 |
Size | 748 KiB |
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2. Context | |
Author | 1 Anochi, Juliana Aparecida 2 Campos Velho, Haroldo Fraga de 3 Hernández Torres, Reynier |
Resume Identifier | 1 2 8JMKD3MGP5W/3C9JHC3 |
Group | 1 DIDOP-CGCPT-INPE-MCTIC-GOV-BR 2 LABAC-COCTE-INPE-MCTIC-GOV-BR 3 CAP-COMP-SESPG-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 haroldo.camposvelho@inpe.br |
Journal | Journal of Computational Interdisciplinary Sciences |
Volume | 10 |
Number | 2 |
Pages | 69-80 |
Secondary Mark | B3_INTERDISCIPLINAR B3_ENGENHARIAS_II B3_ENGENHARIAS_I B4_ENGENHARIAS_III B5_MEDICINA_II B5_MATERIAIS B5_GEOCIÊNCIAS B5_ENGENHARIAS_IV B5_CIÊNCIAS_AGRÁRIAS_I B5_CIÊNCIA_DA_COMPUTAÇÃO B5_BIODIVERSIDADE C_CIÊNCIAS_BIOLÓGICAS_I C_ASTRONOMIA_/_FÍSICA |
History (UTC) | 2020-05-07 11:50:45 :: simone -> administrator :: 2020-05-07 11:50:46 :: administrator -> simone :: 2019 2020-05-07 11:50:58 :: simone -> administrator :: 2019 2021-01-02 22:16:36 :: administrator -> simone :: 2019 |
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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 | metaheuristic optimization problem neural networks climate prediction mono-objective problem multiobjective problem |
Abstract | Neural network is a technique successfully employed in many applications on several research fields. Despite the potential of a neural network model, its performance is dependent on the definition of the parameters, since the definition of architecture (topology) can significantly influence the training process. Here, a technique for automatic configuration for a neural network is described as an optimization problem combining two different optimization schemes: a mono-objective minimization problem using Multi-Particle Collision Algorithm (MPCA), and a multiobjective minimization problem Nondominated Sorting Genetic Algorithm (NSGA-II). The proposed optimization approaches were tested for the mesoscale seasonal climate prediction for precipitation. The meteorological data were processed by Rough Set Theory to extract relevant information to perform the climate prediction by neural network for the Southeast region of Brazil, with a reduced data set. |
Area | MET |
Arrangement 1 | urlib.net > BDMCI > Fonds > Produção anterior à 2021 > LABAC > Climate precipitation prediction... |
Arrangement 2 | urlib.net > BDMCI > Fonds > Produção pgr ATUAIS > CAP > Climate precipitation prediction... |
Arrangement 3 | urlib.net > BDMCI > Fonds > Produção anterior à 2021 > DIDOP > Climate precipitation prediction... |
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_climate.pdf |
User Group | simone |
Reader Group | administrator simone |
Visibility | shown |
Archiving Policy | denypublisher denyfinaldraft |
Read Permission | deny from all and allow from 150.163 |
Update Permission | not transferred |
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5. Allied materials | |
Mirror Repository | urlib.net/www/2017/11.22.19.04.03 |
Next Higher Units | 8JMKD3MGPCW/3ESGTTP 8JMKD3MGPCW/3F2PHGS 8JMKD3MGPCW/43SQKNE |
Citing Item List | sid.inpe.br/mtc-m21/2012/07.13.14.49.40 4 sid.inpe.br/bibdigital/2013/09.22.23.14 4 sid.inpe.br/bibdigital/2021/01.02.22.14 1 |
Host Collection | urlib.net/www/2017/11.22.19.04 |
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6. Notes | |
Empty Fields | alternatejournal archivist callnumber copyholder copyright creatorhistory descriptionlevel dissemination doi e-mailaddress format isbn label lineage mark month nextedition notes orcid parameterlist parentrepositories previousedition previouslowerunit progress project rightsholder schedulinginformation secondarydate secondarykey session shorttitle sponsor subject tertiarymark tertiarytype url |
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7. Description control | |
e-Mail (login) | simone |
update | |
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