Desenvolvimento de um Nariz Eletrônico aplicado à determinação do estágio de maturação em pessegueiros
Loading...
Date
Authors
Journal Title
Journal ISSN
Volume Title
Publisher
Universidade Estadual de Ponta Grossa
Abstract
In regions with the predominance of agriculture, inspection of the quality and fruit maturity
index in the orchard is usually analyzed by the farmer’s experience, which can be subject to
errors and generate a greater cost of time and money. Depending on the fruit harvest period,
the fruit may have different qualities at different points in the planting area. Volatile organic
compounds (VOCs) vary in quantity and type depending on the different stages of fruit growth.
Thus, monitoring equipment that generates a rapid and accurate response to the growth cycle of
the peaches in the crop is desirable, together with a low marketing cost. To this end, the electronic
noses are an alternative, since it allows online monitoring of the VOCs generated by the crop.
In this context, a prototype was developed to identify the maturation of the Eragil peach in the
pre-harvest growth cycle, which comprised the period from August to December 2018, in Brazil.
Models with the 13 gas sensors made with a metal oxide semiconductor (MOS) and the reduction
to 6 sensors were studied with the aid of the Pearson’s Chi-square test, for comparison. Samples
with 4 growth stages were used for the training and construction of the model. The 1.92 % error
rate in the sample test step using the Random Forest method with linear discriminant analysis
for the reduced data set for 6 sensors shows that the device is promising for monitoring of areas
with an intense emission of VOCs. The results obtained in this research are satisfactory, in the
quantitative (errors) and qualitative comparisons given by the equipment, based on what was
found in the bibliographical research, since the applications tend to carry out the measurement
of the post-harvest fruit and not the evaluation of the fruit during its growth, in the orcha
Description
Citation
VOSS, Henike Guilherme Jordan. Desenvolvimento de um Nariz Eletrônico aplicado à determinação do
estágio de maturação em pessegueiros. 2019. Dissertação (Mestrado em Computação Aplicada) - Universidade Estadual de Ponta Grossa, Ponta Grossa, 2019.
Endorsement
Review
Supplemented By
Referenced By
Creative Commons license
Except where otherwised noted, this item's license is described as Acesso Aberto
