Brazilian sugar export forecast by means of residual control charts
DOI:
https://doi.org/10.5902/2179460X40167Keywords:
ARIMA models, Control Charts, Sugar ExportAbstract
Sugar production and exportation are important factors for the Brazilian economy, because Brazil produces the largest amount of sugar and accounts for almost half of the world´s sugar exports. This research aimed to monitor the sugar export from January 2000 to April 2019, by means of residual control charts with pretreatment of autoregressive integrated moving average (ARIMA) models. The data used in the study were collected from the Portal Única website. We opted for the application of ARIMA modeling because the data was not stationarity and presented autocorrelated values. The best model to predict the Brazilian sugar exports was SARIMA (1,1,1)(1,0,1)6 due to the seasonal behavior of the series, which may be related to the sugarcane planting and harvesting period. It was possible to observe the presence of upper-limit outliers in the residual control chart, in October 2012 and February 2016, which characterize a sugar exports higher than forecasted exports.
Downloads
References
AGRIC. Produção de Cana-de-açúcar. 2009. Disponível em: https://www.agric.com.br/producoes/cultivo_da_cana.html. Acesso em: 10/09/2019.
AKAIKE H. A new look at the statistical model identification. IEEE Transactions on Automatic Control. 1974; 19(6):716-723.
BOZDOGAN H. Model selection and Akaike’s information criterion (AIC): The general theory and its analytical extensions. Psychometrica. 1987; (52):345-370.
BOX GEP, JENKINS GM. Time series analysis, forecasting and control. San Francisco: Holden Day, 1970.
BOX GEP, JENKINS GM, REINSEL GC. Time series analysis: forecasting and control. 3rd ed. New Jersey: Printice Hall, 1994.
DICKEY DA, FULLER WA. Likelihood ratio statistics for autoregressive time series with a unit root. Econometrica. 1981; 49(4):1057-1072.
FABER MEE. O ciclo do açúcar.2016. Disponível em: http://www.historialivre.com/brasil/salaacucar.htm. Acesso em: 19/09/19.
FERLINI VLA. Açúcar e colonização.1 st ed. Alameda; 2010.
BORGES JM. Brasil deve perder liderança na produção de açúcar para Índia. 2018. Disponível em: https://g1.globo.com/economia/agronegocios/noticia/2018/09/05/brasil-deve-perder-lideranca-na-producao-de-acucar-para-india.ghtml. Acesso em: 10/09/2019.
KWIATKOWSKI D, PHILLIPS CB, SCHMIDT P, SHIN Y. Testing the null hypothesis of stationarity against the alternative of a unit root. Journal of Econometrics. 1992; 54:159-178.
MONTGOMERY DC. Introduction to statistical quality control. 3rd ed. New York: John Wiley & Sons, Inc. 1997.
MORETTIN PA. Econometria financeira: um curso em séries temporais financeira. 3rd ed. São Paulo: Blucher, 2016.
NOVACANA. A produção de cana-de-açúcar no Brasil (e no mundo).2008. Disponível em: https://www.novacana.com/cana/producao-cana-de-acucar-brasil-e-mundo. Acesso em:10/09/2019.
NOVA CANA. As projeções de produção de cana, açúcar e etanol para a safra 2023/24 da Fiesp/MB Agro.2014.Disponível em: https://www.novacana.com/estudos/projecoes-producao-cana-acucar-etanol-safra-2023-2024-fiesp-mb-agro. Acesso em: 10/09/2019.
REBELATO MG, SOUZA AG, RODRIGUES AM, RODRIGUES IC. Estudo sobre a aplicação de gráficos de controle em processos de saturação de papel
REUTERS. Brasil deve perder liderança na produção de açúcar para Índia. 2018. Disponível em: https://g1.globo.com/economia/agronegocios/noticia/2018/09/05/brasil-deve-perder-lideranca-na-producao-de-acucar-para-india.ghtml. Acesso em: 10/09/2019.
REUTERS. Brasil exporta em fevereiro maior volume de açúcar bruto e etanol desde 2013. 2016. Disponível em: https://br.reuters.com/article/domesticNews/idBRKCN0W35M7. Acesso em: 19/09/19.
SCHWARZ GE. Estimating the dimension of a model. Annals of Statistics. 1978;6(2):461-464.
SOUZA AM, LÍRIO GW, KLIDZIO, R. Análise da estabilidade da produção de leite no município de Santo Ângelo – RS. Revista Ciência & Natura 2012/13; 34(2):7-26.
SOUZA FM. Modelos de previsão: aplicações à energia elétrica ARIMA-ARCH-AI e ACP. 1 ed. Curitiba: Appris, 2016.
ÚNICA. Açúcar – Importante fonte de energia.2019. Disponível em: https://www.unica.com.br/setor-sucroenergetico/acucar/. Acesso em: 10/09/2019.
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.