| 1. Identity statement | ||||
| Reference Type | Journal Article | |||
| Site | mtc-m21d.sid.inpe.br | |||
| Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S | |||
| Identifier | 8JMKD3MGP3W34T/45SHTJH | |||
| Repository | sid.inpe.br/mtc-m21d/2021/11.29.13.10 (restricted access) | |||
| Last Update | 2021:11.29.13.10.23 (UTC) simone | |||
| Metadata Repository | sid.inpe.br/mtc-m21d/2021/11.29.13.10.23 | |||
| Metadata Last Update | 2022:04.03.22.27.43 (UTC) administrator | |||
| DOI | 10.1016/j.dib.2021.107592 | |||
| ISSN | 2352-3409 | |||
| Citation Key | OcampoMarulandaCeAvCaAlKaTo:2021:ApBaAr | |||
| Title | Missing data estimation in extreme rainfall indices for the Metropolitan area of Cali - Colombia: an approach based on artificial neural networks  | |||
| Year | 2021 | |||
| Month | Dec. | |||
| Access Date | 2024, May 19 | |||
| Type of Work | journal article | |||
| Secondary Type | PRE PI | |||
| Number of Files | 1 | |||
| Size | 2999 KiB | |||
| 2. Context | ||||
| Author | 1 Ocampo Marulanda, Camilo 2 Cerón, Wilmar L. 3 Avila Diaz, Alvaro 4 Canchala, Tersita 5 Alfonso Morales, Wilfredo 6 Kayano, Mary Toshie 7 Torres, Roger R. | |||
| Resume Identifier | 1 2 3 4 5 6 8JMKD3MGP5W/3C9JHST | |||
| Group | 1 2 3 4 5 6 DIMNT-CGCT-INPE-MCTI-GOV-BR | |||
| Affiliation | 1 Fundación Universitaria de San Gil 2 Universidad del Valle 3 Universidad de Ciencias Aplicadas y Ambientale 4 Universidad del Valle 5 Universidad del Valle 6 Instituto Nacional de Pesquisas Espaciais (INPE) 7 Universidade Federal de Itajubá (UNIFEI) | |||
| Author e-Mail Address | 1 camilo.ocampo@correounivalle.edu.co 2 3 4 5 6 mary.kayano@inpe.br | |||
| Journal | Data in Brief | |||
| Volume | 39 | |||
| Pages | e107592 | |||
| History (UTC) | 2021-11-29 13:11:25 :: simone -> administrator :: 2021 2022-04-03 22:27:43 :: 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 | |||
| Keywords | Complete missing data ETCCDI indices Extreme values of the indices NLPCA Reconstructs time series | |||
| Abstract | Changes observed in the current climate and projected for the future significantly concern researchers, decision-makers, and the general public. Climate indices of extreme rainfall events are a trend assessment tool to detect climate variability and change signals, which have an average reliability at least in the short term and given climatic inertia. This paper shows 12 climate indices of extreme rainfall events for annual and seasonal scales for 12 climate stations between 1969 to 2019 in the Metropolitan area of Cali (southwestern Colombia). The construction of the indices starts from daily rainfall time series, which although have between 0.5% and 5.4% of missing data, can affect the estimation of the indices. Here, we propose a methodology to complete missing data of the extreme event indices that model the peaks in the time series. This methodology uses an artificial neural network approach known as Non-Linear Principal Component Analysis (NLPCA). The approach reconstructs the time series by modulating the extreme values of the indices, a fundamental feature when evaluating extreme rainfall events in a region. The accuracy in the indices estimation shows values close to 1 in the Pearson's Correlation Coefficient and in the Bi-weighting Correlation. Moreover, values close to 0 in the percent bias and RMSE-observations standard deviation ratio. The database provided here is an essential input in future evaluation studies of extreme rainfall events in the Metropolitan area of Cali, the third most crucial urban conglomerate in Colombia with more than 3.9 million inhabitants. | |||
| Area | MET | |||
| Arrangement | urlib.net > CGCT > Missing data estimation... | |||
| 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 | ocamp_missing.pdf | |||
| User Group | simone | |||
| Reader Group | administrator simone | |||
| Visibility | shown | |||
| Read Permission | deny from all and allow from 150.163 | |||
| Update Permission | not transferred | |||
| 5. Allied materials | ||||
| Next Higher Units | 8JMKD3MGPCW/46KUATE | |||
| Citing Item List | sid.inpe.br/bibdigital/2022/04.03.22.23 2 sid.inpe.br/mtc-m21/2012/07.13.14.56.22 1 | |||
| Dissemination | PORTALCAPES; SCOPUS. | |||
| Host Collection | urlib.net/www/2021/06.04.03.40 | |||
| 6. Notes | ||||
| Empty Fields | alternatejournal archivingpolicy archivist callnumber copyholder copyright creatorhistory descriptionlevel e-mailaddress format isbn label lineage mark mirrorrepository nextedition notes number orcid parameterlist parentrepositories previousedition previouslowerunit progress project rightsholder schedulinginformation secondarydate secondarykey secondarymark session shorttitle sponsor subject tertiarymark tertiarytype url | |||
| 7. Description control | ||||
| e-Mail (login) | simone | |||
| update | ||||