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The use of a Mamdani-type fuzzy model for assessing the performance of a boom stabilization systems in a field sprayer

Fuzzy logic models are increasingly used to control simple and complex devices, as well as entire operating systems. In this study, a fuzzy logic model was applied to assess the performance a boom stabilization system in a field sprayer. The model was tested on a field sprayer with a trapezoid syste...

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Autores principales: Kaliniewicz, Zdzisław, Szczyglak, Piotr, Lipiński, Adam, Markowski, Piotr, Lipiński, Seweryn
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10616114/
https://www.ncbi.nlm.nih.gov/pubmed/37903865
http://dx.doi.org/10.1038/s41598-023-46087-y
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author Kaliniewicz, Zdzisław
Szczyglak, Piotr
Lipiński, Adam
Markowski, Piotr
Lipiński, Seweryn
author_facet Kaliniewicz, Zdzisław
Szczyglak, Piotr
Lipiński, Adam
Markowski, Piotr
Lipiński, Seweryn
author_sort Kaliniewicz, Zdzisław
collection PubMed
description Fuzzy logic models are increasingly used to control simple and complex devices, as well as entire operating systems. In this study, a fuzzy logic model was applied to assess the performance a boom stabilization system in a field sprayer. The model was tested on a field sprayer with a trapezoid system for stabilizing the sprayer boom with a length of 21 m. Measuring cables for registering the displacement of the boom's terminal segments (right and left) in the vertical and horizontal plane were installed on the sprayer. The field sprayer was connected to a tractor. The model was based on two linguistic variables: "absolute displacement of the boom's terminal segments" and "boom stability index". It was assumed that the sprayer boom was stable when the displacement of the boom's terminal segments did not exceed 0.25% of boom length. The study demonstrated that the proposed model can be reliably used to assess boom stability in real time (during field operations). The time required to achieve boom stability was more than 2.5 times shorter in the vertical than in the horizontal plane, which can be attributed mainly to the structure of the stabilization system. The proposed model is universal, and it can be applied to evaluate other boom stabilization systems in field sprayers.
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spelling pubmed-106161142023-11-01 The use of a Mamdani-type fuzzy model for assessing the performance of a boom stabilization systems in a field sprayer Kaliniewicz, Zdzisław Szczyglak, Piotr Lipiński, Adam Markowski, Piotr Lipiński, Seweryn Sci Rep Article Fuzzy logic models are increasingly used to control simple and complex devices, as well as entire operating systems. In this study, a fuzzy logic model was applied to assess the performance a boom stabilization system in a field sprayer. The model was tested on a field sprayer with a trapezoid system for stabilizing the sprayer boom with a length of 21 m. Measuring cables for registering the displacement of the boom's terminal segments (right and left) in the vertical and horizontal plane were installed on the sprayer. The field sprayer was connected to a tractor. The model was based on two linguistic variables: "absolute displacement of the boom's terminal segments" and "boom stability index". It was assumed that the sprayer boom was stable when the displacement of the boom's terminal segments did not exceed 0.25% of boom length. The study demonstrated that the proposed model can be reliably used to assess boom stability in real time (during field operations). The time required to achieve boom stability was more than 2.5 times shorter in the vertical than in the horizontal plane, which can be attributed mainly to the structure of the stabilization system. The proposed model is universal, and it can be applied to evaluate other boom stabilization systems in field sprayers. Nature Publishing Group UK 2023-10-30 /pmc/articles/PMC10616114/ /pubmed/37903865 http://dx.doi.org/10.1038/s41598-023-46087-y Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Kaliniewicz, Zdzisław
Szczyglak, Piotr
Lipiński, Adam
Markowski, Piotr
Lipiński, Seweryn
The use of a Mamdani-type fuzzy model for assessing the performance of a boom stabilization systems in a field sprayer
title The use of a Mamdani-type fuzzy model for assessing the performance of a boom stabilization systems in a field sprayer
title_full The use of a Mamdani-type fuzzy model for assessing the performance of a boom stabilization systems in a field sprayer
title_fullStr The use of a Mamdani-type fuzzy model for assessing the performance of a boom stabilization systems in a field sprayer
title_full_unstemmed The use of a Mamdani-type fuzzy model for assessing the performance of a boom stabilization systems in a field sprayer
title_short The use of a Mamdani-type fuzzy model for assessing the performance of a boom stabilization systems in a field sprayer
title_sort use of a mamdani-type fuzzy model for assessing the performance of a boom stabilization systems in a field sprayer
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10616114/
https://www.ncbi.nlm.nih.gov/pubmed/37903865
http://dx.doi.org/10.1038/s41598-023-46087-y
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