USING LOGISTIC REGRESSION TECHNIQUES TO EVALUATE OF MAXIMUM FLOW RATES OF THE RIO DOCE, CITY OF COLATINA, ES, BRAZIL
DOI:
https://doi.org/10.5902/2179460X24998Keywords:
Alert flooding flow, Rio Doce, Logit, watershed, Flooding.Abstract
This research aimed to evaluate the impacts of maximum rainfall in watershed of the Rio Doce in the probability of flooding alertflow in the municipality of Colatina, ES, Brazil, using Logit model. To this, it were considered the rainfall stations of the locations
of Aimorés, Tumiritinga, Conselheiro Pena and Resplendor in the Minas Gerais state and Baixo Guandu, Itaguaçu, Itarana and
Colatina in the state of Espírito Santo, beyond fluviometric station in Colatina municipality, during the period from 01/01/1986
to 31/12/2014. The results of the logistic regression model shown significant impacts of the maximums rainfall in Tumiritinga,
Aimorés, Baixo Guandu and Colatina in the probability of occurrence of episodes of flood warning in Colatina, ES. Moreover, it
was observed that in periods with higher volumes of rain (spring and summer), the chance of occurrence of a warning flow event
in Colatina increased significantly. Lastly, it is hoped that this article can support actions aimed at flood control.
Downloads
References
BAYER, D. M., CASTRO, M. R., BAYER, F. M. (2012). Modelagem e previsão de vazões médias mensais do rio Potiribu utilizando modelos de séries temporais. Revista Brasileira de Recursos Hídricos, 17(2), 229–239.
BERKSON, J. (1944). Aplication of the logistic function to
bio-assay. Journal of the American statistical association,
(227), 357–365.
BOX, G., JENKINS, G. (1970). Time Series Analysis: Forecasting and Control, revised edn. San Francisco: HoldenDayl.
BRITO, F. A., PINHO, B. A. T. D. (2012). A dinâmica do processo de urbanização no Brasil, 1940-2010. Belo Horizonte:UFMG/CEDEPLAR.
C.B.H. Doce (2014). A bacia do rio Doce: Caracterização da bacia. Comitê da bacia hidrográfica do rio Doce, Governador Valadares, Minas Gerais, URL http://www.riodoce.cbh.gov.br/bacia_caractericao.asp.
COELHO, A. L. N. (2007). Alteração hidrogeomorfológica no médio-baixo rio Doce, ES. Tese (Doutorado em Geografia). Programa de Pós-Graduação em Geografia, Universidade Federal Fluminense. Niteroi, RJ.
CPRM - Serviço Geológico do Brasil (2015). Monitoramento Especial da Bacia do Rio Doce: Relatório I dezembro/2015. Belo Horizonte, Minas Gerais, URL http://www.cprm.gov.br/publique/media/hidrologia/
eventos_criticos/riodoce_relatorio1.pdf.
DALLAPICOLA, M. S. Q., Coelho, A. L. N. (2015). Transbordamento
das águas do rio doce na área urbana de Colatina-ES em dezembro de 2013. Anais XVII Simpósio Brasileiro de Sensoriamento Remoto - SBSR, João Pessoa-PB, Brasil, pp. 263–269.
FONSECA, J. S., MARTINS, G. A. (2011). Curso de Estatística,6o edn. Atlas.
GUHA-SPIR, D., VOS, F., BELOW, R., PONSERRE, S. (2014). Annual Disater Statistical Review 2011. Brussel: CRED.
GUJARATI, D. N., PORTER, D. C. (2008). Basic Econometrics,5o edn. New York: McGraw-Hill/Irwin.
HAETMANN, M., MOALA, F. A., MENDONÇA, M. A. (2011). Estudo das precipitações máxima anuais em Presidente Prudente. Revista Brasileira de Meteorologia, 26(4), 561–568.
HILL, R. C., JUDGE, G. G., GRIFFITHS, W. E. (2010). Econometria, 3o edn. São Paulo: Saraiva.
JÚNIOR-CHIERICE, N., LANDIM,, P. B. (2014). Análise da chuva e vazão na bacia hidrográfica do rio Pardo. Geociências, 33(2), 244–260.
JUNGER, W. L., LEON, A. P. (2015). Imputation of missing data in time series for air pollutants. Atmospheric Environment, 102, 96–104.
KOPPEN, W. (1900). Versuch einer klassifikation der klimate, vorzugsweise nach ihren beziehungen zur pflanzenweltl. Geogr Zeitschr, 6, 596–611.
KUCHENHO, H., THAMERUS, M. (1996). Extreme value analysis of munich air pollution data. Environmental and Ecological Statistics, 3(2), 127–141.
MACÊDO, M. N. C., DIAS, H. C. T., COELHO, F. M. G., ARAÚJO, E. A., SOUZA, M. L. H., SILVA, E. (2013). Precipitação pluviométrica e vazão da bacia hidrográfica do Riozinho do Rôla, Amazônia Ocidental. Revista Ambiente & Água, 8(1), 206–221.
MELLER, A., BRAVO, J. M., COLLISCHONN, W. (2012). Análise de dados de vazão na previsão de cheias em temporeal com o modelo hidrológico MGH-IPH. Revista Brasileira de Recursos Hídricos, 17(3), 209–224.
MENDES, C. A. B., VEGA, F. A. C. (2011). Técnicas de regressão logística aplicada à análise ambiental. Revista Geografia, 20(1), 5–30.
MOTA, S. (2008). Gestão de Recursos Hídricos, 3o edn. Rio de Janeiro: ABES.
NAGEM, F. R. M. (2008). Avaliação econômicas dos prezuízos causados pelas cheias urbanas . 114 f. Dissertação (Mestrado em Ciências em Engenharia Civil). Programa de Pós-Graduação em Engenharia, COPPE, Universidade Federal do Rio de Janeiro. Rio de Janeiro, RJ.
PINTO, W. P., LIMA, G. L., ZANETTI, J. B. (2015). Análise comparativa de modelos de séries temporais para modelagem e previsão de regimes de vazões médias mensais do rio Doce, Colatina - Espírito Santo. Ciência e Natura, 37(4), 1–11.
R CORE TEAM (2016). R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria, URL https://www.R-project.org/.
REIS, J. B. C., PONS, N. A. D., LOPES, E. S. S. (2016). Monitoramento e alerta de inundação no município de Itajubá (MG) por regressão polinomial. Geociências, 35(1), 134–148.
RODRIGUEZ, J., GUHA-SPIR, D., VOS, F., BELOW, R., PONSERRE, S. (2009). Annual disaster statistical reviwe 2008: the numbers and trends. Belo Horizonte:UFMG/CEDEPLAR.
SILVA, W. S., PAIXÃO, A. N., ARAÚJO, A. F. V., PICANÇO, A. P (2011). Avaliação dos benefícios da coleta de lixo em Palmas, Tocantins: uma aplicação do método de avaliação contingentel. Engenharia Sanitária e Ambiental, 16(2), 141–148.
TUCCI, C. E. M. (2012). Hidrologia: ciência e aplicação, 4o edn. Porto Alegre: UFRGS/ABRH.
TUCCI, C. E. M., PORTO, R. L. L., BARROS, M. (2015). Drenagem urbana, 1o edn. Porto Alegre: ABRH.
Downloads
Published
How to Cite
Issue
Section
License
To access the DECLARATION AND TRANSFER OF COPYRIGHT AUTHOR’S DECLARATION AND COPYRIGHT LICENSE click here.
Ethical Guidelines for Journal Publication
The Ciência e Natura journal is committed to ensuring ethics in publication and quality of articles.
Conformance to standards of ethical behavior is therefore expected of all parties involved: Authors, Editors, Reviewers, and the Publisher.
In particular,
Authors: Authors should present an objective discussion of the significance of research work as well as sufficient detail and references to permit others to replicate the experiments. Fraudulent or knowingly inaccurate statements constitute unethical behavior and are unacceptable. Review Articles should also be objective, comprehensive, and accurate accounts of the state of the art. The Authors should ensure that their work is entirely original works, and if the work and/or words of others have been used, this has been appropriately acknowledged. Plagiarism in all its forms constitutes unethical publishing behavior and is unacceptable. Submitting the same manuscript to more than one journal concurrently constitutes unethical publishing behavior and is unacceptable. Authors should not submit articles describing essentially the same research to more than one journal. The corresponding Author should ensure that there is a full consensus of all Co-authors in approving the final version of the paper and its submission for publication.
Editors: Editors should evaluate manuscripts exclusively on the basis of their academic merit. An Editor must not use unpublished information in the editor's own research without the express written consent of the Author. Editors should take reasonable responsive measures when ethical complaints have been presented concerning a submitted manuscript or published paper.
Reviewers: Any manuscripts received for review must be treated as confidential documents. Privileged information or ideas obtained through peer review must be kept confidential and not used for personal advantage. Reviewers should be conducted objectively, and observations should be formulated clearly with supporting arguments, so that Authors can use them for improving the paper. Any selected Reviewer who feels unqualified to review the research reported in a manuscript or knows that its prompt review will be impossible should notify the Editor and excuse himself from the review process. Reviewers should not consider manuscripts in which they have conflicts of interest resulting from competitive, collaborative, or other relationships or connections with any of the authors, companies, or institutions connected to the papers.