Modeling the Failure Data of a Sugarcane Harvester

Authors

  • Laís de Campos Machado Universidade Federal dos Vales do Jequitinhonha e Mucuri
  • Lara Letícia Rocha Santos Universidade Federal dos Vales do Jequitinhonha e Mucuri
  • Paulo César de Resende Instituto de Ciência e Tecnologia - ICT Universidade Federal dos Vales do Jequitinhonha e Mucuri - UFVJM http://orcid.org/0000-0002-7865-8174

DOI:

https://doi.org/10.5752/P.2316-9451.2022v10n1p3-17

Keywords:

Reliability. Sugarcane harvester. Failure behavior. Lifetime. Weibull.

Abstract

Reliability analysis is a methodology used to describe the behavior of equipment failures. The present work aims to model the life span of harvesters in the harvesting operations of a sugar and alcohol industry. The research procedure used is the case study. Tests were performed on an equipment that failed. The graphical method and the Chi-Square (x2) and Kolmogorov-Smirnov (K-S) adhesion tests were used to verify the distribution that best model the data sample. ProConf and R software were used to perform the analyzes. The parameters of the modeling distribution were determined. The graphs of the confidence functions R(t) and risk h(t) were obtained. The average failure time of the harvesters is 6.34 minutes. Half of the equipment failed around 6.40 minutes. The Gamma, Lognormal, Normal and Weibull distributions are considered efficient in the analysis. However, we concluded that Weibull is the distribution that best models the data. The gamma parameter of the Weibull distribution is 4.8275, indicating that the equipment is in the aging phase. In conclusion, proper maintenance for it should be a corrective one.

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Author Biographies

Laís de Campos Machado, Universidade Federal dos Vales do Jequitinhonha e Mucuri

 Bacharelanda em Ciência e Tecnologia, Instituto de Ciência e Tecnologia

Lara Letícia Rocha Santos, Universidade Federal dos Vales do Jequitinhonha e Mucuri

 Bacharelanda em Ciência e Tecnologia, Instituto de Ciência e Tecnologia

Paulo César de Resende, Instituto de Ciência e Tecnologia - ICT Universidade Federal dos Vales do Jequitinhonha e Mucuri - UFVJM

Professor Associado II do Instituto de Ciência e Tecnologia da Universidade Federal dos Vales do Jequitinhonha e Mucuri

Published

2022-05-13

How to Cite

MACHADO, Laís de Campos; SANTOS, Lara Letícia Rocha; PAULO CÉSAR DE RESENDE. Modeling the Failure Data of a Sugarcane Harvester. Abakós, Belo Horizonte, v. 10, n. 1, p. 3–17, 2022. DOI: 10.5752/P.2316-9451.2022v10n1p3-17. Disponível em: https://periodicos.pucminas.br/abakos/article/view/26257. Acesso em: 20 aug. 2025.

Issue

Section

Artigos completos / Full papers